{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 画图与子图",
   "id": "4f9f80b55cc0d0fb"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-05T06:10:29.104619Z",
     "start_time": "2025-09-05T06:10:25.209234Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 设置中文字体\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei', 'Microsoft YaHei', 'DejaVu Sans']  # 黑体、微软雅黑\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 解决负号显示问题\n",
    "path = 'D:/2506A/monty03/day10/file/'"
   ],
   "id": "7a322f7b5119429",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 1. 新增子图与区域",
   "id": "a4d9a0c0673dc424"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-05T06:35:31.334485Z",
     "start_time": "2025-09-05T06:35:30.906230Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "data = pd.read_excel(path + '成绩3.xlsx')\n",
    "# data.sort_values(by=['理论','机试','品德'], ascending=[False,False,False], inplace=True)\n",
    "\n",
    "# 画布   子图subgraph\n",
    "canvas = plt.figure(figsize=(16, 8))\n",
    "\n",
    "# 添加子图\n",
    "# sub1 = canvas.add_subplot(2,2,1)\n",
    "# sub1.bar(x=data.姓名,height=data.理论)\n",
    "#\n",
    "# sub2 = canvas.add_subplot(2,2,2)\n",
    "# sub2.plot(data.姓名,data.机试)\n",
    "\n",
    "left,bottom,weight,height = 0.1,0.1,0.8,0.8\n",
    "sub1 = canvas.add_axes([left,bottom,weight,height])\n",
    "sub1.bar(x=data.姓名,height=data.理论)\n",
    "sub1.set_title('理论成绩',fontsize=20,fontweight='bold')\n",
    "\n",
    "# 设置Y轴显示的范围\n",
    "sub1.set_ylim(0,150)\n",
    "\n",
    "# 手动创建名次\n",
    "data['名次'] = data['理论'].rank(ascending=False)\n",
    "\n",
    "left,bottom,weight,height = 0.65,0.65,0.25,0.2\n",
    "sub2 = canvas.add_axes([left,bottom,weight,height])\n",
    "sub2.plot(data.姓名,data.名次)\n",
    "sub2.set_title('名次',fontsize=20,fontweight='bold')\n",
    "\n",
    "# 设置字体倾斜\n",
    "for sub in [sub1,sub2]:\n",
    "    x = sub.xaxis # 获取x 轴\n",
    "    # 设置x轴\n",
    "    x.set_ticks(np.arange(len(data.姓名)))  # 设置刻度位置[0,1,2,3,4.....]\n",
    "    x.set_ticklabels(data.姓名,rotation=45,ha='center') # 围绕中心旋转45度\n",
    "\n",
    "plt.show()"
   ],
   "id": "1c8077b5fc0d262d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 44
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 2. 调整子图之间的距离",
   "id": "14b73902d7bf70c8"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-05T06:43:59.985999Z",
     "start_time": "2025-09-05T06:43:59.453147Z"
    }
   },
   "cell_type": "code",
   "source": [
    "canvas,sub = plt.subplots(2,2)\n",
    "\n",
    "# 设置子图之间的距离\n",
    "# canvas.subplots_adjust(wspace=0.5, hspace=0.5,left=0.09,right=0.95)\n",
    "# 自适应\n",
    "canvas.tight_layout()\n",
    "\n",
    "plt.show()"
   ],
   "id": "8f6c015f8615af1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 72
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-05T06:45:49.901009Z",
     "start_time": "2025-09-05T06:45:49.294653Z"
    }
   },
   "cell_type": "code",
   "source": [
    "data = pd.read_excel(path + '成绩3.xlsx')\n",
    "\n",
    "canvas = plt.figure() # 画布\n",
    "# 第一个子图\n",
    "subgraph1 = canvas.add_subplot(221)\n",
    "# 第二个子图\n",
    "subgraph2 = canvas.add_subplot(222)\n",
    "plt.bar(x=data.姓名,height=data.品德,label='品德')\n",
    "# 字体倾斜\n",
    "plt.xticks(data.姓名,rotation=40)\n",
    "plt.legend(loc='upper right',ncol=1)\n",
    "\n",
    "\n",
    "# 第三个子图\n",
    "subgraph3 = canvas.add_subplot(223)\n",
    "plt.plot(data.姓名,data.理论,label='理论',marker='o')\n",
    "# 设置字体倾斜\n",
    "plt.xticks(data.姓名,rotation=45)\n",
    "# 设置图例\n",
    "plt.legend(loc='upper right',ncol=1)\n",
    "\n",
    "# 第四个子图\n",
    "subgraph4 = canvas.add_subplot(224)\n",
    "\n",
    "\n",
    "# 设置自适应\n",
    "canvas.tight_layout()\n",
    "\n",
    "\n",
    "\n",
    "plt.show()"
   ],
   "id": "7da94e3fb3b86335",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 75
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 3. 柱状图-折线图 组合",
   "id": "db585208122a7688"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-05T07:20:57.522970Z",
     "start_time": "2025-09-05T07:20:57.183420Z"
    }
   },
   "cell_type": "code",
   "source": [
    "data = pd.read_excel(path + '成绩3.xlsx')\n",
    "\n",
    "canvas = plt.figure(figsize=(19, 16))\n",
    "\n",
    "# 画柱状图\n",
    "sub1 = canvas.add_subplot(221)\n",
    "sub1.bar(data.姓名,data.理论,label='理论')\n",
    "# 显示图例\n",
    "sub1.legend(bbox_to_anchor=(0.9,1),ncol=1)\n",
    "\n",
    "\n",
    "# 画折线图\n",
    "sub2 = sub1.twinx()\n",
    "data['名次'] = data['理论'].rank(ascending=False)\n",
    "sub2.plot(data.姓名,data.名次,color='red',label='名次',marker='o')\n",
    "sub2.legend(bbox_to_anchor=(0.78,1),ncol=1)\n",
    "# 设置Y轴显示范围\n",
    "sub2.set_ylim(0,10)\n",
    "\n",
    "# 显示名次\n",
    "for x,y in enumerate(data.名次):\n",
    "    print(x)\n",
    "    plt.text(x-0.03,y+0.1,str(int(y)),color='k',fontsize=11)\n",
    "\n",
    "plt.show()"
   ],
   "id": "e697562309729831",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1900x1600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 132
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-05T07:43:14.501625Z",
     "start_time": "2025-09-05T07:43:14.181563Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 显示数据格式的模块\n",
    "import matplotlib.ticker as ticker\n",
    "\n",
    "data = pd.read_excel(path + '销售额.xlsx')\n",
    "\n",
    "canvas = plt.figure()\n",
    "sub1 = canvas.add_subplot(111)\n",
    "sub1.bar(data.部门,data.销售量,label='销售量')\n",
    "sub1.legend(bbox_to_anchor=(1,1),ncol=1)\n",
    "\n",
    "\n",
    "\n",
    "sub2 = sub1.twinx()\n",
    "sub2.plot(data.部门,data.毛利率,color='red',label='毛利率',marker='o')\n",
    "sub2.legend(bbox_to_anchor=(1,0.9),ncol=1)\n",
    "# 指定毛利率显示格式(坐标轴上显示的格式)\n",
    "forma = ticker.PercentFormatter(xmax=1,decimals=2)\n",
    "# 设置坐标轴显示格式\n",
    "sub2.yaxis.set_major_formatter(forma)\n",
    "\n",
    "# 显示毛利率\n",
    "for x,y in enumerate(data.毛利率):\n",
    "    sub2.text(x-0.3,y,f'{y*100:.2f}%',color='k',fontsize=11)\n",
    "\n",
    "\n",
    "plt.show()"
   ],
   "id": "27fc125af3240bd3",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 158
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 4. 时间格式显示",
   "id": "725db061f882855"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-05T07:50:23.768213Z",
     "start_time": "2025-09-05T07:50:23.449137Z"
    }
   },
   "cell_type": "code",
   "source": [
    "\n",
    "data = pd.read_excel(path + '时间.xlsx')\n",
    "data.日期 = [d.strftime('%Y年%m月%d日') for d in data.日期]\n",
    "print(data.日期)\n",
    "\n",
    "plt.plot(data.日期,data.销售)\n",
    "plt.xticks(data.日期,rotation=45)\n",
    "\n",
    "plt.show()"
   ],
   "id": "b6bf2b77025708cc",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0     2025年09月04日\n",
      "1     2025年09月05日\n",
      "2     2025年09月06日\n",
      "3     2025年09月07日\n",
      "4     2025年09月08日\n",
      "5     2025年09月09日\n",
      "6     2025年09月10日\n",
      "7     2025年09月11日\n",
      "8     2025年09月12日\n",
      "9     2025年09月13日\n",
      "10    2025年09月14日\n",
      "11    2025年09月15日\n",
      "12    2025年09月16日\n",
      "13    2025年09月17日\n",
      "14    2025年09月18日\n",
      "15    2025年09月19日\n",
      "Name: 日期, dtype: object\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 170
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 5. 添加网格线",
   "id": "316da541d8069d4f"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-05T07:54:26.285565Z",
     "start_time": "2025-09-05T07:54:25.970241Z"
    }
   },
   "cell_type": "code",
   "source": [
    "data = pd.read_excel(path + '时间.xlsx')\n",
    "data.日期 = [d.strftime('%Y年%m月%d日') for d in data.日期]\n",
    "print(data.日期)\n",
    "\n",
    "plt.plot(data.日期,data.销售)\n",
    "plt.xticks(data.日期,rotation=45)\n",
    "\n",
    "# 添加网格线\n",
    "# 方式一：分别为x,y设置网格线\n",
    "# plt.grid(axis='x',color='r',linestyle=':',linewidth=1)\n",
    "# plt.grid(axis='y',color='r',linestyle=':',linewidth=1)\n",
    "# 方式二: 给x,y同时设置网格线\n",
    "# plt.grid(axis='both',color='r',linestyle=':',linewidth=1)\n",
    "\n",
    "# 方式三：给x,y同时设置网格先\n",
    "plt.grid(True,color='r',linestyle=':',linewidth=1)\n",
    "\n",
    "plt.show()"
   ],
   "id": "57699c536d16ce79",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0     2025年09月04日\n",
      "1     2025年09月05日\n",
      "2     2025年09月06日\n",
      "3     2025年09月07日\n",
      "4     2025年09月08日\n",
      "5     2025年09月09日\n",
      "6     2025年09月10日\n",
      "7     2025年09月11日\n",
      "8     2025年09月12日\n",
      "9     2025年09月13日\n",
      "10    2025年09月14日\n",
      "11    2025年09月15日\n",
      "12    2025年09月16日\n",
      "13    2025年09月17日\n",
      "14    2025年09月18日\n",
      "15    2025年09月19日\n",
      "Name: 日期, dtype: object\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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jxOuvs+2XX3JejRhBxH+PiZFtJ02S31crRtTVse3evZyXYoTEVThGGPLz+fdbaucqyuEOi6Tc3Fx66KGHaPr06WSxWGjLli10991329mEhoZSjRToepDRaCSDwdD1Ki0t5QpLXxQiovR0opISTre3s6ObmjhfVUWUlCTbZmURFRVx2mxm28ZGtv/f/+QGQUSUk0NUUMBpi4Vt6+s5r9dz3mbjfF4ev4j4b/HxbEPEn4mP53MQ8Tlzcjjd1ES0bZvMaWxkW7OZ80VFcuMn4rpUVcmfjY/nOhOxD9LTZduUFLnj09LCtm1tsh/+7/9kP6WlyT/abW1s29zM+YoKOYgREWVkEBUXc9poZFupAVZVESUm2vtb+nEym4mOHiX6/HPm1tTIX1bJ3/n59v6WAkpdHeetnUE5P18OwkT8Xm2tvb+lH4qCAqLsbGYePkx0/DhRdTW/ZzCwrcnE+eJiosxM+bzJyUSVlZxubrb3d2mpvb9TU4nKyznd2sq2ra3M/egjopMnZdv0dNnfUpuV/F1Zae/vzEzZ3yaTvb+rq+39nZ0tt6X6eqK33pI/W1tr7+/cXNnfVmvP/pbabH6+3GYlf0vf24YG+zabmkr0n//IbSsxUW6zkr+lH5XiYm5P3f0ttVnJ31KbLS2VOy9EnJb+2WlrIzp6lA7u/IJm/Gk/xayPo6ueO0A5VU2yv52NEURc54QE2TYnh79nhw/LflA6RhAxU/K3FCPq6sh66BBN+8MXFLM+jvJrOtuPUjGirOxcf5eW8jkPHODvshoxIj6efSn5W2qzTU38Yylx1IgRkhIT5RhRVsbfI+laqREjiPjvqamy7enT3JFtalIvRnR02LfZ2lq+rocPM1fhGGHQ613WYen3OixtbW244IILsG3bNqxevRqHDh3CQw89hNzOYaOioiJceOGFaGlpga+vY/eV1boH9m1mNdo7rIgZMRQTRgYjNMhfsXMLCQmpr7eO5GPLgSwQAZdNGol/3zUP4UO1vzbJyteOIaOyCW/fswDLZoxxd3GEhM4rj5zDIun111/H9OnTsXr1agDAVVddBYPBgJ07dwIAtmzZgmXLljncWVFTbx7MwmO7E7Fq63HM+cvXmPvXr3HzG9/jiQ8S8crX2fg4vgxniupR02xUdu2Y6mrgxRfle86u0mDjupMtuKrrRJ4ez+/nzspds0dh5/2XuK6z4mY/Twrh+JnvqkebB1G7ElzvlQP7rMtqbGzECy+8gAMHDsgn8PPDtm3bcOedd2LdunWwWq04cuSI4gUdiGaHALaqHBRfMB16ow0NbR1oaGtEcmnjObbBAb6YMCIYMSODETNyKCaMCMYFI4ciZmQwxoUGws+3H327qirg+eeB5cuBMS7872iwcd3JFlzV9WUaTxy9Nec4/n7H7UB/voPOys1+jv3XpwCAAlc92jyI2pXgeu+InWJL85eXl+Ps2bO4/PLLMWrUqH591hVDSq0mC4rr2lBS34riujYUdUtXNLbD1osX/Hx0GD8iuKtD070zM35EMAL93T+aJCSkJRERLt9yCJUGI/7vvgW4drr3BtmBaF9SOX77YRIWxITj499c7u7iCAmdV668JdSvEZbeFBUVhaioKKVOp7iGDvHDjMjhPS4uZbbYUNbQhuL6NhTrW1Fc34aSujYU1bWitKEdZosNhfpWFOp7/m9nXGig3ehMzMhgTBkdgqljhnntEuFCQu5UekUTKg1GBPr74PLYCHcXx+WKHTUMAFBwnpgjJDQYpe3dmrOzgcsus1/zpAcF+Plg0qhhuGbaaNy3eCI2rZqJd+5biG9/fzWy/no9Tmy4Frt/fSm23DoLv7k6FitnjcXMyOEIGcL9vUqDEacK67HnbBle/Cobj+1OxIpXj+KGF7/BB6dL0Ga2uKK2DtdXM1x3sgVXVX2byetlXDkuCIFXXaH5+v6YO6mB1/WobzWjodXsMu5g87PgepcUG2HxSAUGAjNn8nGA8vHRITIsCJFhQbg81v49IkJ9q9luRKakrg3FlQ1Iq2xGRr0Zz3ySis1fZOKn86Nx96IYTB49zMlK9SIF6utVXHeyBVdVfZvFkwOXTQodFPX9MTc4JBiRoYGoMBhRoG/B/KEjXMIdbH4WXO+SYnNYnJEWl+ZvbDPj4/gyvHeyGEV1bV1/vzx2JH6xKAbLZoyBvysnEQoJeYmqm4y4dPO3AIDTG5didIh3B9mB6u63T+F4nh4v/HQ2frZwvLuLIyTUozz6sWavUkcHLy/tyqWDO7lhhjo8sGg8Dv3+auz81SW4bsYY+OiAE/l1+M37CbjiH4fwz4M5qDIYFeW6q75u4bqTLbiqSboddPH4MIwO9NV8fc/HjR01FACQr3fBo80eUF/B1SBXYWm7w5KaCkRG8tFNXB8fHa6aOgrb71mAY+uvxWPXTEbEsABUN5nw2re5WPyPQ/jNe/E4kad3fi0YD6ivyzXY6jwIuN9mdt4OunD0oKjv+biTOife5te4YOKtB9RXcDXIVVjansMSGwvExfHRA7hRYUF4asU0PLF0Cg6kV+G9H4pxuqge+9OqsD+tCrGjhuLuRTG4dV70wFbl9bD6apotuKqo3WzF8TzezG7phWOA4NGarm9v3Nga/m+4wBUjLB5QX8HVIFdhiTksblZ2VTPeO1mMTxLK0GrmHTKD/H2xem4k7l4Ug5mRoW4uoZCQ63Qwoxq/3nkWUWFBOL7+mkG9LEBFYzsu33IIfj46ZD53vZjzJuSREnNYlFJtLfDGG/J22B7InTY2BM+tvginNi7Dc6svwtQxw9DeYcUHp0txw7+O49Z/f4//JZbB2GFVlKuo3MV1J1twVVH320E6nU7z9e2NO3Z4IIIDfGGxEUrq2/r+rEJcl0pwtc1VWNrusJSVAU8+yUcP5w4b4odfLIrBV7+7Cnseugyr5kTCz0eHhJJGrP1vMi7fcghb9mehtLfA5UX19Xq24Coum43wbRZPuF164RiXcXuUB3B9fHSYGMETb1Vfot8D6iu4GuQqLHFLyINV02zEnjOl2H2qBBWdTxPpdMA100bjF4ticNXUUfD1GbxD5kLaUlJpI1a/8T2GBvgi4c/XYYif2PLiiQ8S8VlyBTb8ZDoeXuLd8w+EtCmvXJpfSHmNDgnEY9dOwcNLYnEoqwa7ThbjWK4eh7JqcCirBuNHBOGuS2PwswXjMcJVu9gKCakk6XbQkmmjRGelU5NGSSMsLtq1WUjIg6XtW0K5ucCyZXz0Yq6frw+WzxyLXfdfisNPXY0HrpiI0CB/lNa3Y8v+LCx6/ls8+d8kJHyfAtJAfb2CLbiK65vO9VeWdt/oUMP1dYTb9Wiz2reEPKS+gqsxrsLSdofFzw8YNYqPGuFOjBiKP944AyefWYoX1szGrKhQmC02fJJYjls/L8WqWffgTK0L9h7pLnf52Z1swVVUZQ1tyKxsgo8OuGb6aJdxzysP4ca6aoTFQ+rrKr2V1ohXJi8dNPV1a4xWUGIOiwaUXNqIXSeL8XlyBUwWG3Q64MGrJuHJ66aKoXUhr9DOH4rw533pWHhBOD56+HJ3F8dj1Ga2YMafvwIAJPzpOnHrVwHlVjfjun8eBQAce/oajB8R7OYSebfEY81KyWoFmpr4qGHunPFheOm2OTi5/mqsmT0GRMBbRwpw89bvkVHRpH4B3OVnd7IFV1F13Q66cIz9Gxqtr6Pc4AA/RIUFAVB5lMVD6usK7T5d0pUurXPx3KBB5Gc1pO0OS3IyEBrKx0HADc/NxEt3LcRbi8MxcmgAsqqacfMbx/Hv7/Jgtak4kOYuP7uTLbiKqcVkwcn8OgCdy/G7iNurPIgrTbzNV7PD4kH1VVPGDiv2xsuP9pan5LiE26VB4me1pO0Oy8SJwJ49fBxE3BVXXIiv1l6FZReOQYeV8MKBbPz8rR9QXKfSxD131dedbMFVTMdyamG22nDByGDEdk4ydQW3V3kQV/KJqmuxeFB91dQXKZVoMlq68hVDXDwFYZD4WS2JOSwaFhHho/gy/PXzDLSYLAgO8MUfb5iBOy4ZP6iXPBfyLP1+TzL2JpTh/ism4k83znB3cTxO0vyeZReOxtv3LnR3cbxaP/1/JxBf3ICRQwNQ12rGzxZE44U1c9xdLK+WmMOilOrqgB07+DgIuTqdDj9bMB77f3slLpk4Am1mK/7wv1Tc/5+zqGk2qsZ1qTzE14I7MFlthMPZ0vyV0ecaaKy+A+G6ZITFg+qrlrKqmhBf3AA/Hx1+PX8sAKC8xgVz/LprEPhZTWm7w1JcDPzyl3wcxNzxI4Lx4a8XYePKCxHg64NDWTVY8c+j+DK1UlWuS+Rhvhbc/imxpAH1rWaEBPph4QUjXMbtUx7EleawFNe3wWyxuYzrErmQu/sUT7a9bsYYXOzD84HK61Ve3+bHGgR+VlPaviVExLOifX15TXtXyYO52VXNWPvfJGRU8n8Wt8yNwrM3zURokL+qXNXkwb4W3L61ZX8W3jySj5vmROJfd8x1GbdPeRCXiDBz01doM1vxzZNLMHn0sD5OogzXJXIRt81swaV//xbNJgt23X8JLhgZjCtf+A4Bvj7Ieu56+LhqixMN+lncElJKOh0vlOPqH1EP5k4bG4JPH12MR6+JhY8O+F9iOa5/9Si+z9OrylVNHuxrwe1b0nL8Pd4OUpHbpzyIq9Pp1H9SyIPqq4bikivRbLJgwohgLI6NwNjQIPjoALPVBn2LSVW2nTTuZ7Wl7Q5Lfj5w0018FNwuBfj5YN2K6fjo4csQMzIYlQYj7nr7FJ79LB3GjgE8p++u+rqTLbhOq7iuFbk1LfD10eHqqefpsGiovs5wVZ/H4mH1VVrvd669csclE+Djo4N/USHGmpsBAGWN7aqy7aRxP6stbXdYhHrV/JgR+PKJK3HXpRMAADtOFOGGfx1DcmmjewsmNCgkLRZ3yQUjEBrsxC3JQaBJEdKeQmITxP4qvcKA5NJG+PvqcNuC6K6/R3V0zmNpcGGHRcgpaXsOi5DDOpxdg/Ufp6Cm2QRfHx0ev3YyHr1mMvx9RZ9WSB3duf0kTuTX4Y83XIgHrpzk7uJ4tOJSKvDY7kTMmxCGTx5Z7O7ieJU2/i8V758qwQ2zx+GNO+d1/f13Hybi06QKbPjJdDy8JNaNJfRuiTksSokIsFj4KLi96pppo/HV767CDbPHwWojvPpNLtb8vxPIq3HgPzp31dedbMF1Sob2DpwurAcALPvxcvwqch2Wh3HlEZZWqPI/pofVVym1mizYl1QBALjrkgl23KjQQAAuHmHRqJ9dJW13WBITAX9/PgpunwofGoA37pyH126/GMMD/ZBcZsAN/zqGHd8Xwtbb0v7uqq872YLrlI7k1MJiI0wePQwXRAx1GddheRh3YsRQ6HTc0atvVWE3dg+rr1L6LLkCLSYLJkYMxWWxI+24Uc+sBQCUu3IOi0b97Cppu8MSEwO8+y4fBddh3XxxFL5euwRXTomAyWLDs59n4J7/O42K832x3VVfd7IF1yn1+XSQSlyH5WHcoABfRIZ2boKoV2HirYfVVylJa6+cs7p3TAyiHvgFABePsGjUz66SmMMidF4REXadLMbmLzNh7LAhJNAPz918EW6+OFIs7S80YHVYbZj/3EE0GS346OHLel4wTugc3fN/p3E0pxZbbp2F27vf3hDqUallBqzaehwBvj44+YelGDE0wO79vJpmLHvlKEKG+CH1LyvcVErvl5jDopQaGoCPPuKj4PZbOp0O91x2Ab584krMGR+GZqMFv/tvEh7dnYCG7sPS7qqvO9mCO2CdLWpAk9GC8GB/zJsQ7jJuv+SB3Emdt85UGWHxwPo6q92neVXX6y8ae05nBQ0NiDx0AADQbLLA0N6hOL9HadDPrlS/Oiy7du3ChAkTMGzYMCxbtgxFRUUAgLS0NCxcuBDh4eFYt26dOpPCBqLCQuBnP+Oj4A5Yk0YNw96HL8OT102Fn48OX6ZWYfmrR3Eoq1pVrkPSmK8HA1e6HXTN9NHw7WuFUQ3UVylubOcKt/mOTIRXkKuqVOI2Gzu6JtveeWkPo1GFhQi+42cYMYR/Al12W0hjfna1HO6w5OfnY+PGjfj000+RkZGBmJgY3HfffTCZTFi1ahXmz5+Ps2fPIiMjAzt27FCxyP3QnDmAwcBHwXVKfr4+eGLpFPzvkcWYPHoYaptN+NWOs3jmk1S0Tp/pnvoCmvS11rnfZvH6K70+HaQCt1/yQG6smiMsHlhfZ7QvqQJtZitiRw3FpRN7uOXYyY0ayZ1Al0281ZifXS2HOyyJiYlYtGgR5s2bhwkTJuCXv/wlcnJysH//fhgMBrzyyiuIjY3F5s2b8c4776hZZsfl6wsMH85HwVVEs6JDEff4FfjV4okAgA9Ol+AnW0/gbL3F9fUFNO1rLXLza1tQqG+Fv68OV06JcBm33/JA7qTO1W5L1NgE0QPrO1ARUddk2zsvjel5vl0nNyo8GABQ3tCmGL9XacjP7pDDHZYZM2bg0KFDSExMhMFgwBtvvIHrrrsOycnJWLRoEYKD+cLPnj0bGRkZvZ7LZDKhqanJ7gUASE+XjTIygNJSThuNQEIC0MxLKaO6GkhOlm2zs+VdKDs62NZg4OGvW24B4uJk29xceVjMamVb6b5eXR3npVta+fnyUsZE/J60PXdDA+etnUvZFxbyuaX09dcDZ89y3mBg247O+6TFxVxmScnJXCeA65iQwHUG2Afd/ZmaClR27rLc2sq27Z3/HfzwA7BypVy/9HSgrIzT7e1s29I5nFxZCaSkyOfNzARK+EsOk4ltpetSXQ0kJXWZBhbk4c+zgrH715ciMjQQJfVt+Nn/+x7P/Od71BSV82e7+7ugwN7f9bz+BurrOW/rDL4FBUBenvzZhARAr7f3t8Ui+zgnh4933AF88QVQw/+5o6mJbc2d82xKSoCsLPm8KSlAVRWnW1rs/V1WZu/vtDSggoeW0dbGtm1tzF29GjhwQLbNyJD9LbVZyd9VVfb+zsqS/W022/u7psbO3131lPy5YoX8vl5v7++8PNnfNlvP/pbabEGB3GYlf9fWcrqx0b7NHjsG3HCDXI6kJLnNSv42de7JUlLC7UlSSkpXm/0mib/Tiy4IR0igP/ur+/c+PR0oL+d0ezvw+efAbbcxt7KS2393fzsbIwCuc/fHPXNzgaNHuV3l5akTIwBmSv6WYkRODnOPHz8nRoxpb8TQAF9YbYSS42cGFiPKy8/1d1kZl+2229jfCsQIZGcDnVMGuvzd2Cj7W2qzhYXAjTcCR45wXoEYkVxch4zKJgT46vDTUKNsm5Qkx4iUFGDFCkSB/VJeUqN8jAD472lpsu3XXwM338z1VitGWCz2bVav5+t6xx1so1aMcIWoH3rooYcIAAGgiRMnUk1NDT355JP0yCOP2NlFRERQfX39ec+zadOmrvN0fxnGjZONZs0ievxxTufmEgFEhw9z/oUXiMLDZdtFi4juv5/TFRVsGxdHlJNDNHUqkb+/bLt0KdHtt3PaYGDbPXs4/+67nO/o4PyqVfwi4r8BbEPEnwH4HER8zqVLOZ2TQ6TTEf35z5yPi2PbigrO338/l1lSeDjXiYjrCHCdidgHs2bJtlFRRJs2cfr0abZNTub8gw8SBQUxn4jr/tRTnE5LY9sTJzj/3HNEY8fK5507l0i6joWFbHvwIOdffpkoJES2XbyY6N572YWlFbR25VqKWR9HMevj6MINn9GrV9xJraZOHy5fTrRmDadbWvi8u3dzftcuzhuNnL/lFqKVK2UOQLR9O6f37uV8XR3n77qLaMkSruvSpVzv117j9w4cYNvSUtkvCxbI542IINq8mdPHjrFtVhbn164lmjFDto2JIdq4kdPx8WwbH8/cCy7g6yFpxgz+PBGfD+DzEzEvIkK2XbCAy0XE5QS43ERcj+Bg2XbJEq4vkXzNX3+d89u3c17SypXsRyL2K8B+JmK/A3wdiPi6LF8uf9bXl+jNNzm9bx/b1tRw/pZbiEJD5bYVEsLtgojbCcDthojb0dy58nnHjuX2RkS3vXCAYtbH0Y6PO9vhU09xO5UUG0u0YQOnk5P5vAsXMnfTJnt/KxEjiIi2biUKCJBtly4luuEGPiYkqBMjiJi5dSunpRhx/DjbrFnTY4y48V/HKGZ9HO2fctnAYsSGDexjSVKMyMkhuvRSVWIE1dSw7b59nH/zTW5rRMwdMYLo+us5r0CMeOq9UxSzPo7WPvY6f3ckBQfLMeKdd4gAeuc/BylmfRz9Zu025WMEEf89Jka2nTyZaPx4rrdaMaKujm337uW8FCOWLmWuwjHCkJ/Pv99SO1dRDndYfvjhB4qMjKRTp05Rc3Mz/eEPf6AFCxbQ008/TWulIN2p6OhoKisrO++5jEYjGQyGrldpaSlXWPqiEBGlpxOVlHC6vZ0bQFMT56uqiJKSZNusLKKiIk6bzWzb2Mj5mhoOOpJycogKCjhtsbCt1LnS6zlvs3E+L49fRPy3+Hi2IeLPxMfzOYj4nFIwJ2KmFOwbG9nWbOZ8UZHc+Im4LlVVnG5qYtv2ds6XlLAvJKWkyB2flha2bWvjfFkZd0wkpaXJP9ptbWzb3Mz5igo5iBERZWQQFRdz2mhkW6kBVlURJSbKtllZ8o9Tp79PpRTRTVuPd3VcFv7tIH1wqpgsWdlE+fn2/pY6HXV1nLdaOZ+fLwdhIn6vttbe39IPRUEBUXa2bJuYSFRdzWmDgW1NJs4XFxNlZsq2yclElZWcbm6293dpqb2/U1OJyss53drKtq2tnC8v5/clpafL/pbarOTvykp7f2dmyv42mez9XV1t7+/sbLnNdnTYt9naWjk4ErH/JH9brT37W2qz+fn2bTY+Xm6zDQ32bbaw0L7NJibKbVbyt/SjUlzM7UlScjJRRQXVt5ho4gZuH6UVnWUqLT23zUqxQ2qzUvCsqOD2L2kQxojffpBAMevj6I33jnhdjKCGBtnf3dtsTo5iMaLxhzM07Y9fUsz6ODpzIq3PGHEgqZRi1sfRTS9/K2JEd3/3I0YY9HqXdVgcXodl7dq18PHxwcsvvyyNzCAiIgJPP/000tLSsGvXri7bsLAw5ObmYtSoUQ6N8oh1WLQhIkJcSiVe+CoLpfU81DptTAg2rJyOq6eOEmu3DHJ9klCGJ/ckY/rYEBz43VXuLo5X6l/f5uKVgzn46bxovPwz755AqYb+c6IImz5Lx9Qxw/DV767qM+aklRtw4+vHETEsAGf/eJ2LSqkteeQ6LBaLBdXSPWsAzc3NaG1thZ+fH06ePNn196KiIphMJowY4QGLQSUmAkOGuGcZ5EHI1SUlYdWcSHzz5BL88YYLERrkj+zqZvzy3TP4xTunkV5hUI092HztjdxvM/vxdJCC3AHJQ7mxnRNvC/QKP9rsofXtj6j7ZNtLJvTeWenkRpfyfBh9ixnGDqvTZehTGvCzO+Vwh2Xx4sX45JNP8M9//hO7d+/G6tWrMWbMGDzxxBMwGAzYuXMnAGDLli1YtmwZfD1hNnJ0NPDKK3wUXJdxh/j54oErJ+Houmvw6ysnIsDXB8fz9Ljx9eN4ck/S+Zf4V4DtMgluv2S22HAkhyfr9bkcv4LcActDuZNG8aPN+TUtyq535aH17Y8SShqQXd2MQH8f3DKvj/N1ckMnjcfQAP6tcsmjzRrwszvl8C0hIsJf//pX/N///R8qKytx0UUXYfv27Zg/fz4+/fRT3HnnnQgJCYHVasWRI0cwc+ZMhwshbglpW6X1bXjhq2x8nswz6Yf4+eD+KybiN1fH8pMiQprXsdxa/OKd04gYNgSn/7AUPn0tGCfUo4wdVlz45wMgAs7+cRkihg1xd5E8Rk/uScInCeVYMz8aL93m+O2y5f88gpzqFuz81SW4aqpj0xiEZHnkLSGdTodNmzahuLgYZrMZCQkJmD9/PgBg9erVyM3NxbZt25CZmdmvzoqqMhj4cVeDCrciBNdh7vgRwXj9jrn49NHFuOSCETBZbPj3d/lY8uJ32PlDETqsTqwp4aF1Flx7SbeDlk4f3b/OipfWVy1uoL8vosJ4E0RFV7z10Po6fJq2DnyRwo9y97iybS/cyE5/umSExcv97G4ptpdQVFQUbr75Zocn2rpE+fn8jL+0ToLgupV78fgw/PehRdj2i/mYNGoo6lvN+PO+dKz451EcSKsa2BC3h9dZcHl09htHd2dWkOuUPJgrz2NRcMVbD66vI9qbUAaTxYbpY0Mwd3xYv7hSB1DRW9UOcF0qd3EVlp+7C6CqZs3ihXsiHFhRU3BdwtXpdFg+cyyumT4aH54pxasHc1Cgb8XD78Vj4QXh+MPKCzG3rw3xBshWVILrsHKqW1DW0I4APx9c4cjqtgpxnZIHcyeNGoojObXKjrB4cH37EhFh92mebHvXpX1Mtu2BG9XECwq6ZD8hL/azJ0jbuzX7+wPjxvFRcD2K6+/rg18sisF3667GY9dMRqC/D84UNeCWf5/Ao7sTUFLn4FLZXlTnwcqVRleumByB4IB+/o/khfVVm6vKCIsH17cvnSlqQF5NC4L8fXHz3Kh+c6URljJXjLB4sZ89QdrusBQXAw88IC/JLbgexw0J9MdTK6bh8FNX47b50dDpgC9SKrH0le/wXFwGGtvMqrGdkuA6rAHfDnKS65Q8mNv1pFCtgiMsHlzfvrT7FH/2pjmRGO7oJP5u3Ojwzjksrhhh8WI/e4K03WExGnmvDKOxb1vBdSt3XGgQXrxtDr54/EpcOSUCHVbCO8cLcdULh7H9aAFMlvOskeDFdR4M3NpmE5JKGwEAS6f3Y/0VJ7lOy4O5kztHWErr287/vVCBq4qc5Da0mvFlGu/549Bk2x64UWG8D15VkxEWZx4A6CfXpXIXV2E5/FizmhKPNQv9WEdzarH5y0xkVfFmdtHhQVi3YhpWzY4Uj8R6kfacKcXTe1MwKyoUnz9+hbuLowkREWY9+zVaTBYcXHsVpowJcXeR3Ka3jxXgb19kYmbkcMQ9fsWAVtO22QjT/rQfHVbC9xuu7bpFJOSYPPKxZiEhV+qqqaPwxRNX4sU1szFm+BCUNbTjtx8m4ZZ/f49TBXXuLp6Qg3LqdpBQj9LpdIhV47aQl6n7ZNs7HZ1s24N8fHQYF+rC20JCA5a2OyzJycCIEfbbzAuu13B9fXS4bcF4fPfUNXhq+VQMDfBFcpkBP992Eg/85yzyalo0V2ctcY0dVhzL1QPo53L8TnIVkYdzJ3XeFsqvVWjirYfXtyedLKhHQW0rhgb44uaLHZxsex5uVNdaLA5O9h+ovNDPniRtd1jGjgWeeYaPguu13KAAXzx27RR8t+4a3L1oAnx9dPgmsxorXj2KP6ab0Lx+o+bqrAXuDwV1aO+wYuzwQMyMHOBQsRfV15VcxUdYPLy+PUkaXbl5bhSGDenn02c/4ka5auKtF/rZkyTmsAh5nfJqWvCPA1k4mMG3Gx67ZjKeWjHNzaUS+rE2/i8V758qwV2XTsDfb5nl7uJoSl+mVuKR9xNw8fgwfProYncXx+XSt5hw2fPfosNKiHv8ClwUFerU+f55MAevfZuLOy4Zj+dvna1QKQeHxBwWpdTcDHz3HR8FVzPcyaOHYfs9C7B22VQAQGFmoebr7G1cIsKhrAHszuwkVzF5ODe265aQQpsgenh9f6yP48vQYSXMiQ4dWGflR1xphKVM7REWL/Ozp0nbHZbcXOCaa/gouJrjThvLT0dUxKcPmjp7Cze9ogmVBiOC/H1xWexIl3EVk4dzY0YGQ6cDmo0W6Fv6WKtIQa7iGgDXZiN80G2yrRLcaFftJ+RFfvZEaXtp/hkz+AK5ekttwXWJIsMCAQAVUy7iMrhSg8zX/eVKTwddOSUCgf6+LuMqJg/nBvr7Ijo8CKX17civbcGoECd3bfbw+nbXifw6FNe1IWSIH1bNiVSEG9ltPyEiGvATR/3lukzu4iosbXdYAgOByZMFV6NcKcjUtFtg9gtAgCvhg8zX/eVKuzM7dTtoAFzF5AXc2FHDUFrfjoLaViya5MQoVj+5imoA3N2nebXW1XOj+r/Vw3m44zr/+TF22FDfasbIYU52AB3kukzu4iosbd8SKi0FnniCj4KrOe7IoQEI8NWBCKjOLnQpe7D5uj/cKoMRqeUG6HTANdOdXH/FC+rrLu6kCHkeiyu5iqqf3JpmI75O59G7Ad8O6oE7xM8XoztHqVS9LeQlfvZUabvDMtgmOA0yrk6nQ1Qw326oqGl0KXuw+bo/3G+z+Afl4vFhzt+q8IL6uosbO5ofbS5QosPiBfUFgI/OlsFiI8ydEIYLxznxREoPXJc82uwlfvZUafuW0IwZQEqK4GqVCyByTCgKm+tQEebkrYf+arD5uh9cxW4H9ZOrqLyAK4+wKLB4nBfU12YjfHimc7LtJU6MrpyHGxUWhMSSRnVHWLzAz54sbY+wCGlekaHSZDnv3tRLK2o3W/F9Hq9uK5bjV1fSCEtZQxuMHQptgujBOpanR2l9O0IC/XDj7AFOtu1FLnu0WWjA0naHJTWVZ0WnpgquFrkAIs1NAIDy/HLXggebrx3kHs/Tw2SxITo8CNOU2JTPw+vrTu6oYUMQMsQPNgKK65xcUt4L6rv7FE+2/em8aAQFOPHk2Xm4Lnm02Qv87MnSdoclIgJ44AE+Cq72uACixoQBACo6XNyUB5uvHeR+07n68LILxyjzaKiH19edXJ1Oh0mj+baQ0/NYPLy+1U1GfNN5q9Gpyba9cF0yh8XD/ezpEkvzC3m1jufqcfc7pzB1zDB8vXaJu4szqGWzES7Z/C30LSbsuv8SXDlllLuLpHk9+d8kfJJYjqeWT8Vj105xd3FU0+vf5uLlgzlYEBOOj39zuSqM7KpmrHj1KEKD/JG8abkqDC1KLM2vlFpbgTNn+Ci42uMCiBzC/e3yhnZllih3VIPN1w5wU8oN0LeYMGyIHy6d6OS6IP3gqiIv4cZ2jbA4WU4Prq/VRvjwDD+Oq8joynm40giLob0DLSaLMhwHuC6RG2O0ktJ2hyU7G7jkEj4Krva4ACKr+KmBVrMVTUaVgkxPGmy+doAr3Q5aMnUUAvwUCi0eXF9P4E6KUGjXZg+u79GcWpQ3tiM0yB8rZ41TjTtsiB9Cg/wBqHhbyIP97A3SdoflwguB5GQ+Cq72uAACZ83AyCHcjCvU3gekuwabrx3gSsvxK/p0kAfX1xO43UdYnBph9OD6vn+K/yn56bxo57Z5cIAb1TXx1slJzP3kqi43xmglpe11WIKCgNlu2CpccF3KHhcxDHXlTahobHduMal+cgeVr/vgljW0IauqGT464JppCnZYPLS+nsKNGRkMHx3QbLKgtsWE0SGBLuEqpj64FY3tOJQlrWw7XnVuZFgQMiqbUK7WMgke6mdvkbZHWMrLgWee4aPgao/byY4s52X5XTrCMth83Qf3UBY/wbEgZgTChyq4q5OH1tdTuEP8fDF+RDAAIL/GifkJHlrf/54phY2ASyaOwOTRCjwm3wc3Wu0nhTzUz94ibXdYGhuBjz7io+Bqj9vJjsxNAwD1/is6D3dQ+boP7sEMFW4HOcBVTV7EleaxFOidmMfigfW1WG34b+dk27uUmmzbBzdK7bVYPNDP3iRt3xKaORPIyxNcrXI72VG/fRj4MhOVBheOsAw2X/fCbTFZcKqgHgCwVInl+B3kqiov4saOGobD2bXOjbB4YH0PZ9eiqsmIEUMDcP1FY13ClddiUWkOiwf62Zuk7REWoUGhyDBpeX6xpLY7dCynFmarDRMjhiJ21FB3F2fQadKozom3zoyweKCklW3XzI/GED+FJtv2IdVHWISckrY7LOnpwLRpfBRc7XE72ZEP3gPAxfsJDTZf98I9KD0dNH20MqvbOshVVV7ElTqJTj3a7GH1LWtow3c5tQCAO5zd6LAfXGmEpabZBLPF5jKu6nJnjFZQ/eqw7NixAzqd7pzXjh07kJaWhoULFyI8PBzr1q1z7SJe51NoKHDTTXwUXO1xO9lRV14CAKhqMsJiVSHInIc7qHx9Hq7VRvgum39YFL8d1AtXdXkRVxphKWtoH/gmiB5W3/+eKQURcHnsSEyMUGHU7jzckUMDEOjvAyKoc4vZw/zsberX0vxmsxltbfK9vZaWFsydOxfHjx/H9ddfjxUrVmDdunV44oknsGbNGvzyl7906LxiaX4hZ2SzEab9aT86rIQTG67tukUkpL7OFtVjzZs/IDTIH2f/uAz+vtoetPVEERHm/OVrNBktOPC7KzF9rHfH0A6rDYu3HEJNswlb75yrys7Mvenal79DQW0rdj9wKS6f7N1777hCHrs0f0BAAMLCwrpeO3fuxK233orMzEwYDAa88soriI2NxebNm/HOO++oVWbH1d7OQ2DtLr4fKbguZftkZmDc8CEAXDiPZbD5+jxc6XbQ1dNGqdNZ8bD6eiJXp9PJ81gGukS/B9X328wa1DSbEDEsAMtnKDzZtheuJGkeS5kascSD/OyNGnCEMRqNeO211/DMM88gOTkZixYtQnAwrwcwe/ZsZGRknPezJpMJTU1Ndi8A9vfXMjKA0lIJBiQkAM3NnK+u5lX7JGVnA8U8QQsdHWxrMACZmcBFFwH/+59sm5sLFPK6HbBa2bahgfN1dZyXBp3y8/kF8N8SEtgG4M8kJPA5AD5nbi6nJe6JE5w3GNi2o4PzxcX2SyQnJ3OdAK5jQgLXGWAfdPdlaipQWcnp1la2lRrhkSPMzcyU/VlWxun2drZt6bzPXVkJpKTI583MBEp4RUmYTGwrXZfqaiApyd7fRUWyvz/5RObW1vJnu/u7oMDe3/X8RAnq6zlv67yNU1BgP5M9IQHQ6+39bbHI/s7J6fJ1pJnrVd7YzuVOSADMZrYtKQGysuTzpqQAVVWcbmmx93dZmb2/09KAigpOt7WxbVubfI0//1y2zciQ/S21WcnfVVX2/s7Kkv1tNtv7u6bG3t85OXKbTU1l7qlTnNfr7f2dlyf722br2d9Smy0okNus5O9avr2Dxkb7Nvvtt/ZtKykJqK7Gt5076C4NbON2I/lbspP8LbVZyd9Smy0rs//ep6fLa0W0t9u3rcpKrn93fzsbIwCuc2KibJubC3zzDXPT0tSJEQAzJX9LMSIlhbmHDvUrRkzy5+9Ffk1L7zGivPxcf5eVye35k0/UiREJCfIjtd1jhMQ9eJDzVit2f8PLFKyZPx4BTY3OxwhJSUn83QJ4X52LLpLr1y1GdK3FUtp5bQYaIwD+e1qabPvFF3J7VitGWCz2bVavt/8eqRUjXCEaoN555x266aabiIjoySefpEceecTu/YiICKqvr+/xs5s2bSIA57wM48bJRrNmET3+OKdzc4kAosOHOf/CC0Th4bLtokVE99/P6YoKto2LI2puJvr974kCAmTbpUuJbr+d0wYD2+7Zw/l33+V8RwfnV63iFxH/DWAbIv4MwOcg4nMuXcrp5mYif3+il1/mfFwc21ZUcP7++7nMksLDuU5EXEeA60zEPpg1S7aNiiLatInTp0+zbXIy5598kt9vbub81KlETz3F6bQ0tj1xgvPPPUc0dqx83rlziaRrWFjItgcPcv7ll4lCQmTbxYuJ7r2X0zU1bPuPfzD3zTeJfH1l2+XLidas4XRLC9vu3s35Xbs4bzRy/pZbiFaulD8LEG3fzum9ezlfV8f5u+4iWrKEmSdO0Nqb1lHM+jj69+E8ogMH2La0lG0ffJBowQL5vBERRJs3c/rYMbbNyuL82rVEM2bItjExRBs3cjo+nm3j45l7771EEybItjNm8OeJ+HwAn5+IeRERsu2CBVwuIi4nwOUmInrtNaLgYNl2yRKuLxFRcTHbvvce57dv57yklSvZj0TsV4D9TMR+B/g6EPF1Wb5c/qyvL18/IqJ9+9i2pobzd95JNHu23LZCQqjoH/+imPVxFLshjhqHDOV2Q8TtaO5c+bxjx3J7I+L2B3B7JOL2OXWqbBsbS7RhA6eTk9n27beZu2kTt29JSsQIIqKtW8+NEWvWcFnLy9WJEUTM3LqV01KMyM1l7j339CtGbF39GMWsj6PffZjYe4zYsIF9LEmKEc3N3KbUjBH79nG+e4xobia65BKi1auJiKiktJYuePozilkfR0X6FmVihKTgYP5uERH973/23/tuMeL1b3MoZn0c/f6PO/m9gcYIIv57TIxsO3060c9/zvVWK0bU1bHt3r2cl2LEiRPMVThGGPLz+fdbaucqasAdloULF9KXX35JRERPP/00rZUCdaeio6OprKysx88ajUYyGAxdr9LSUq6w9EUhIkpPJyop4XR7OzeApibOV1URJSXJtllZREVFnDab2baxkfM1NUQJCbJtTg5RQQGnLRa2lTpWej3nbTbO5+Xxi4j/Fh/PNkT8mfh4PgcRnzMnR+YkJMjBvrGRbc1mzhcVyY2fiOtSVcXppia2bW/nfEkJ+0JSSorc8WlpYdu2Ns6Xlck/BEScln6029rkH1oiPocUxIiIMjL4x5CIG3F8vBxoq6qIEhNl26ws+cdJ8ndDA+drauQvKxH7JD+f05K/pYBSV8d5q5Xz+flyECbi92prOS35W/qhKCggys7uMn3pP0coZn0c/fF/qVzu+Hgik4nfLC4mysyUz5ucTFRZyenmZnt/l5ba+zs1lX+0iIhaW9m2tZXz5eX8vqT0dNnfUpuV/F1Zae/vzEzZ3yaTvb+rq+39nZ0tt9mODvs2W1tr7+/cXNnfVmvP/pbabH6+fZuNj5fbbEODfZstLLRvs4mJ9PaXyRSzPo7u+PcxtpV+VIqLuT1JSk6W26zkb6nNlpae22aluCG1WSl4VlRw+5ckYgTnS0po/5enKWZ9HK16/ZhXx4h/fJlBMevj6O7/1/kjrmCMoMRE/m4R9RojPkkopZj1cXT760f4PREj5M/2ECMMer1nd1hyc3MpPDyczJ1fri1bttDdd99tZxMaGko1UsX6kMFgUKfCFRX8X4L05XWVBNfl7Pe/SqGY9XH0q3dPu5Q7aHzdA/f2t36gmPVx9PaxApdyXSIv4+ZUNVHM+jia+ecDZJM6Uy7gOq1uXLPFSvOfO0gx6+PoyxSVy9FLfU/m6ylmfRxd9cIhl3JVlYpc1X6/e9CA5rDs2bMHN954I/z9eSvuhQsX4uTJk13vFxUVwWQyYcSIEc7crXJetbXAG2/I99wEV1vcbuxIG98zdtmCT4PN1z/iGto7cKaI73svU3o5/l64LpOXcSd0boLYYrKgptnkMq7T6sY9mFENfYsJo0KGYNkMFR6RPw/3x5LWYqlsNMJmU3h5Dg/wszdrQEvzHzhwwO6R5auuugoGgwE7d+7EPffcgy1btmDZsmXw9XXN6oTn1ezZ8uQzwdUetxs7qroZ+O6o654SGmy+/hH3SE4tLDbClNHDEDNSxdVtPaS+ns4d4ueLCSOCUVTXhvzaFowZ3s9dmz2gvrvf5onkP1sQrf7j8b3Ud+zwQPj66GC22lDbYuq/LwfIVVXujNEKqt+tor29HadOncJll13W9Tc/Pz9s27YNDz/8MMaMGYOPP/4YW7ZsUbSgQkK9aVzno4hNRgtaTBY3l0b7+qZrs0OV/xMWcljSo835A3202Y0q0rfieJ4eOh1w+0IVVrbth/x8fTC2s5NSptauzUIDUr87LEFBQTCZTJg+fbrd31evXo3c3Fxs27YNmZmZmDlzpmKFHLAyM4F58+wfsRRc7XC7sYcV5CI0iG9RVrpilGWw+bobt8Nqw3fZ/HioqreDfsR1qbyQKy3RXzCQJfrdXN8P9vNj5VdNGYXxI4Jdxj1ffVXbU8gL25UnSdHdmqOiohAVFaXkKZ3T0KHAZZfxUXC1x/0ROzIsCIb2DpQ3tmPKmBCXcV0qD+CeLWpAk9GCEUMDMHdCuMu4LpUXcp0aYXFjfU2XLcZH+dzJuvNSF42u9FHfqPAgoAgoV3qExQvblSepX0vzqyWxNL+QEnrgP2fwTWYNNt8yy3WBbxDqb3EZePt4IX46Lxov/2yOu4sj1KnThfX42Vs/IDo8CMfXX+vu4jisz5Ir8MQHiRgzfAi+X38t/Dxge4eXvsrG1sN5uHvRBPxt9Sx3F8ej5bFL83udTCZebdE0gFnzguv53B+xpT2EXDLxdrD5upNLRiO+6VyOX/XbQd24g83PA+FO6rwlVN44gE0Q3Vjf3Ud4Rd+fL5zgus5KH/WVnhRSfITFC9uVJ0nbHZb0dGDiRPds5S24Lme7tMMy2Hzdyc0/mYKiujYE+PrgyqmjXMYdbH4eCHfk0ACEBvmDCCjU9/O2kJvqm/9DMk5WtMFHB9y+cLzrwH3UV7U5LF7YrjxJ2u6wTJ7Me1RMniy4WuT+iB2pVpDpg+tSuZn7rZnnSSyKHYlhQxSdAtcrd7D5eSBc3gRRmnjbzw6Lm+r7QX0AAOCa2BGu3WW9j/p2H2FRdNaEF7YrT5ILIo4bNXw4sGyZ4GqV+yN2VBg/zlxhcEGHZbD5upP7zZu8oadLbgd147pcXsqNHTUMiSWNyO/vk0JuqK/JYsXeNH7a7M7Fk1zK7qu+0ghLq9kKQ3sHwoIDXMJVTe6M0QpK2yMs1dXAK6/Iu5wKrra4P2JL/6FVGYywKr1CZS9cl8qN3IaXXkV8Me8Ae+10F3VYBqGfneFOGuijzW6o77EcPRraOjDax4Krw1z87Ecf9Q3090XEMO6kKLoWi5e2K0+RtjsslZXAs8+6foU/wXULe3QIr1DZYSXoW1SeXDbYfF1ZicMffg0bAReOG47ocBesldHJHWx+doYbO9BHm91Q389TKgAANyZ+Dd/qKpdxAThUX1XmsXhpu/IUafuW0MUXA01NgqtV7o/YvuBltcsb21He2K7sktq9cF0qN3K/WfsckFrluttBndzB5mdnuN0XjyMi6HQ6l3D7q3azFQc7V0te9dbfALXX8/mxHKhvZFgQkssMyk7i99J25SnS9giL0KBTZBh3Uly2p9Agkdliw9EcPQCxHL8na8KIofD10aHVbEV1k+c+wvptVjXazFaMHxGEi8eHubs4PaprhEUsz+8x0naHJTsbuOIKPgqu9rg9sF32aPMg8/Wpo8loMVkwKsgXs6NCXQceZH52lhvg54MJnUvb92sei4vr+3ky3w5aFR0I3ZVXeqSfu54UUjKWeGm78hRpu8MyZAg/xjVkiOBqkdsDW+6wGF3KdZncxP22gv25NCYEPj4O3mZQQoPMz0pwJ0XwbaF+PSnkwvo2GTtwOLsWALBq2giP9bMqc1i8uF15gsTS/EKa0q6TxfjTp2lYPmMMtt2zwN3F0YSICFf84zDKG9ux/Z4FuG6GuCXkydr8ZSa2HS3AfZdfgGdv8oBNaH+kj+PL8NRHyZg8ehgOrr3K8Xk2LlZ6hQE3/Os4Rg4NQPyfrnN3cTxWYml+pdTRAdTW8lFwtcftgR0lzWFRey2WQeTr7OpmlDe2Y4ifDlfEuPB2EDCo/KwUd0AjLC6sr3Q76KY5kdBZLB7r5+gwvrVW12pGu7mfWx04wVVF7ozRCkrbHZbUVGD0aD4Krva4PbBddktoEPn6RF4dAOCy7DMIys5wGRfAoPKzUtzY0fxoc79Wu3VRfetaTDiex5O3b5w9zqP9PDzIr2s1Z8VuC3lwfb1B2u6wTJoE7NvHR8HVHrcHttRhqVfyvyIHuC6TG7iJpY0AgAXXzBsU9fV2rjTCUt7Y7vh3wEX13Z9WBauNcFHUcEwaNcyj/azT6ZSfx+LB9fUGiTksQprTrE1fodlkwbe/X9K1kJbQwHXFPw6hrKEdux+4FJdPjnB3cYT6EBFh7nMH0djWgS+fuBIzIj0npv78rR9wqrAef1g5HQ9eFevu4vSpX+04g0NZNdh8yyzceekEdxfHIyXmsCil2lrgrbf4KLja456H7ZJHmweJr2uajShraIcOwOyDn2i+vlrg6nS6/s9jcUF9qwxGnC6qBwDcMDvSZdwe5SBXHmFpcylXcbkzRisobXdYSkuBRx/lo+Bqj3setksWjxskvk4saQQATAv1w7DHH9F8fbXClUYWHZ7H4oL6xqVUgAhYEBPe1RHwdD9337XZlVzF5c4YraC0vTT/vHmAxSK4WuWehx3Z9V+RihNvB4mvpQ7L3GnjBkV9tcKd1LWnkIMjLC6o7+cpvI/NTRdHupTboxzkKj6HxcPr6+nS9giL0KCUy1a7HQRKLOHdmeeOd/FeL0JOqWtPIX0/d21WScV1rUgubYSPDvjJRePcXRyH5bKnDoUckrY7LLm5wIoVfBRc7XHPw3bJLaFB4GuL1YaUMgMAYB4Mmq+vlriTut0Scui5CpXrG9c5unJ5bARGhXRbbdXD/RzdeUuoqskIi9XmMq7icmeMVlDa7rD4+gLDh/NRcLXHPQ87MtQFIyyDwNdZVc1o77AiJNAPk0YEab6+WuLGjAyGn48ObWYrqpocGB1Qub7dF4tzJfe8cpA7atgQBPj6wGojx/yoEFdxuTNGKyjxWLOQ5lRa34YrXziMAD8fZP31etfufaMhSdscXDklArvuv9TdxRHqp6596TsU6Fvx/gOXYrEbH0fPqW7G8n8ehb+vDmc3XofQYH+3lWUgWvLiYRTXteG/Dy7CpZNGurs4HifxWLNSslqB1lY+Cq72uOdhjw0NhE4HmC021LWaXcZ1iVzI7Zq/MiF8UNRXa9x+TbxVsb7S6MqSqaPP7ax4gZ8VnXjrBfX1ZGm7w5KcDAwbxkfB1R73PGx/Xx+MCeF5LJVq7Sk0CHyd1PmE0LwJYYOivlrjdk28deTRZpXqS0RdHZZVc3qYbOsFfu7qsCjxaLMX1NeTpe0OywUXALt381Fwtcftha36xFuN+7qh1YwCPf/QXTw+TPP11SI3tj8jLCrVN7XcgKK6NgT6+2DZhT3s8u0Ffu5ai0WJWOIF9fVkiTksQprUY7sTEJdSiT/dOAP3XzHR3cXxOh3OqsEvd5zBpFFDcej3V7u7OEID0Nmieqx58wdEhQXh+w3XuqUMf/8iA9uPFeLG2eOw9c55bimDs/robCnWfZwi5nKdR2IOi1Kqrwfee4+Pgqs9bi/sKLXXYtG4r89Zf0Xj9dUiVxphKW9sR5u5j0XDVKivzUZdjzOv+vHTQSpyHVI/uIqudusF9fVkabvDUlQE/OIXfBRc7XF7Yau+eJzGfS3t0Dx3QphLuedIcAes8KEBCO+c5Fqo72Meiwr1PVvcgEqDESFD/LBk6iiXcR1SP7jRYcEAuOPn9A0JL6ivJ0vbS/NffDFgNAL+Ln6MTnDdzla9w6JhX9ts1G3CbbjLuD1KcJ1S7KhhOFvcgPzaVsyMDHUZF5CfDlpx0VgE+p9n/Q8v8LP01KHJYoO+xWy/8J2KXEXlzhitoAY8wrJhwwasWrWqK5+WloaFCxciPDwc69atc74nqoR8fIAhQ/gouNrj9sKWJt2qtp+Qhn2dV9uCZpMFwQG+mDpmmMu4PUpwndKkrieF+ph4qzDXYrXhy9Q+bgepwHVY/eAG+MlPHTo98dYL6uvJGlDp09LS8O9//xuvvvoqAMBkMmHVqlWYP38+zp49i4yMDOzYsUPBYg5QBQXArbfyUXC1x+2FLc1h0beYYOxQYe0BDftamr8yOzoUfr4+LuP2KMF1SvJaLH3cElKYeyK/DnWtZowYGoDLY3tZbM1L/CzNY3F6xNZL6uup6neHhYjw0EMP4Xe/+x1iY2MBAPv374fBYMArr7yC2NhYbN68Ge+8847ihe23bDbAZOKj4GqP2ws7NMgfQZ3D0FUGFUZZNOzrrh2apdtBLuL2KMF1SrFdewr1McKiMFe6HbRy1lj4+/byM+Mlfo5Uai0WL6mvp6rfHZbt27cjKSkJEydORFxcHDo6OpCcnIxFixYhOJgnJ82ePRsZGRnnPYfJZEJTU5PdCwCQni4bZWQApaWcNhqBhASguZnz1dX2C+BkZwPFxZzu6GBbgwGYPBnYsUP+HMCbPxUWctpqZdsG/o8SdXWcl25n5efzC+C/JSSwDcCfSUiQVw4sLJQ3lpo8Gfjb34DQznvGBgPbdnRwvriYyywpOZnrBHBZExK4zgD7oLsvU1OBSh5qRWsr27Z3fomCgoAXXmC+5M+yMk63t7NtS2fgqqwEUlLk82ZmAiUlnDaZ2Fa6LtXVQFKSvb+lyVsdHWz3/vvMra3lz3b3t9Srl/wtzVSvr+e89CUqKADy8uTPJiQAer29v6Ut0gsLgZwcZn7xBderpobfa2qCLjERkaGda7HkFANZWfJ5U1KAqipOt7TY+7uszN7faWlABQdftLWxbVsbc7dvlz8H8Ockf0ttVvJ3VZW9v7OyZH+bzfb+rqmx93dOjtxmL7gAeO45YGTnf616vb2/8/Jkf9tsPftbarMFBfaboSUkALW1coelo15us35+wCuvyG0rKUlus01N/FmTifMlJdyeuvtbarOSv6U2W1Zm/71PTwfKyznd3s7n3rOHuZWV3P67+9vZGAFwm01MlG1zc3nPlS++ACZOVCdGAMysreW0FCNiYpjr769IjJg0lEN8QW0LbDZi3/7Y32Vl7N+PP2Z/OxkjTBYrDqR2LhY3O1L2d2Oj7G+pzU6eDLz6qnyrQo0YISkpSY4Ro0fz92jCBM6XlPQaI6JM3FbKG9sdjxEA/z0tTbY1m4G33uJ6qxUjLBb7NqvX8+e++IK5CsQIAHw9u/+uuULUDzU3N9OoUaNozpw59Ne//pWuueYaWrRoET355JP0yCOP2NlGRERQfX19j+fZtGkTATjnZRg3TjaaNYvo8cc5nZtLBBAdPsz5F14gCg+XbRctIrr/fk5XVLBtXBznt24lCgiQbZcuJbr9dk4bDGy7Zw/n332X8x0dnF+1il9E/DeAbYj4MwCfg4jPuXSpzAkIYDYRlwXgshFxWRctkm3Dw7lORFxHgOtMxD6YNUu2jYoi2rSJ06dPs21yMuc3bCCKjZVtp04leuopTqelse2JE5x/7jmisWNl27lziaRrWFjItgcPcv7ll4lCQmTbxYuJ7r2X0zU1bLtvH+fffJPI11e2Xb6caM0aTre0sO3u3ZzftYvzRiPnb7mFaOVK+bMA0fbtnN67l/N1dZy/6y6iJUtk2+Bgotde4/SBA0QA3b31O4pZH0d7HnuOaMEC2TYigmjzZk4fO8bnzcri/Nq1RDNmyLYxMUQbN3I6Pp5t4+M5v3Ejvy9pxgz+PBGfD+DzEzEvIkK2XbCA6MEHOV1ayrYHDnD+tde4PpKWLOH6EnH9AfYHEfun+9d45Ur2IxH7FWA/E7HfAb4ORHxdli+XP+vrS4Z/v0UXbIijmPVxVBMcxteXiK/34sWybUgItwsibicAtxsibkdz58q2Y8dyeyPi9gdweyTi9jl1qmwbG8vtmIjbNcDtnIjbfVSUbCtiBOd7iRHmk6co9qlPKWZ9HJU3tLkkRnyVVkkx6+Po0qf2kNVq8+gYQaWlnH/wwV5jxM6Lf0Ix6+Po/h1nBn2MoDff5PS+fUQAGfLz+fdbaucqql8dlv/85z8UHBxMdZ0NoqOjg6ZPn05hYWG0VroInYqOjqaysrIez2M0GslgMHS9SktLucLSF4WIKD2dqKSE0+3t3ACamjhfVUWUlCTbZmURFRVx2mxm28ZGufG8/75sm5NDVFDAaYuFbaSOlV7PeZuN83l5/CLiv8XHsw0RfyY+ns9BxOfMyeG0xP3mG85LZTGbOV9UJP9AEnFdqqo43dTEtu3tnC8pYV9ISkmRg1pLC9u2tXF+/377L0tamvyFbGvjvzc3c76iQu7oEBFlZBAVF0sXiG2lBlhVRZSYaO9v6cfJbCZ67z2ZW1Mj8yV/5+fb+1sKKHV1nLdaOZ+fLwdhyY+1tfb+ln4oCgqIsrNlX+/eTVRdze8ZDETx8bR+TyLFrI+jVz8+TZSZKZ83OZmospLTzc32/i4ttfd3aipReTmnW1vZVjoCRP/9r2ybni77W2qzkr8rK+39nZkp+9tksvd3dbW9v7Oz5TZ76pT9D3Ntrb2/c3Nlf1utPftbarP5+XKb7fT3sTO5FLM+jq7YfNC+zX7+uX3bSkyU22ynv7t+VIqLuT1197fUZiV/S222tFTuvBBxWoobbW32bauigtt/d387GyOIuM0mJMi2OTlEn30md5bUiBFEzJQ6hFKMOHlS7kwpFCOu+dt+ilkfR0dzati3P/Z3aancnt97z+kY8djuBIpZH0fPvf+Dvb8bGmR/S+1I4kqdGTVihKTERDlGHDnC3JMnOV9c3GuMOBT3PcWsj6PrXz3qeIwg4r+npsq2H30kt2e1YkRHh32bra21/x45GSO62mxDA1F8PBn0es/ssPz973+na665xu5vP/vZzygwMJDuvvtuu7+HhoZSjVSxPmQwGNSpcG0t9y6lBu0qCa5HsF/7Jodi1sfR0x8l9/BB9biqSmXuvzp99vjuBPs3NFrfwcB94D9nKGZ9HO34vlB1bqupg6b/kTtISSUNfX/AS/ycXdVEMevjaNamAy7lKiYVuar9fvegfq3DMn78eLS32086Ki4uxssvv4x//vOfXX8rKiqCyWTCiBEjnLlb5bwiIoAHHhBcrXL7YHetxaLGBoga9fU5C8a5iHteCa7Tkh5t7nVPIYW432TWoL3DipiRwZgd3cu6Lwpz+61+cqWnDpuMFjQbOxASOMD1TLykvp6qfk26veGGG5CZmYk333wTZWVl+Ne//oWkpCQsX74cBoMBO3fuBABs2bIFy5Ytg6/veRYLcpUaGoBPPpEnHwmutrh9sFXdAFGDviairkea53V/Qkhlbq8SXKclPynUy6PNCnG7dmaeHQmdTtf3B7zEz0OH+CGsc9Vgp9Zi8ZL6eqr61WEZMWIEDhw4gF27dmHq1Kl49dVX8eGHH2Ly5MnYtm0bHn74YYwZMwYff/wxtmzZolaZHVdhIfDTn8qzpwVXW9w+2PJ+QkblFzLUoK+L6trQ0NaBAD8fXDhuuMu4vUpwnVasIyMsCnAN7R04ks1PkPS6WJzC3AFpANwoJR5t9qL6eqL6vTT/okWL8P3335/z99WrVyM3Nxdnz57F5ZdfjlGjzrN3hCs1ezY/YujqHaAF1yPYYzsfa27vsKKxrQPhQwNcwlVVKnKl0ZVZUaEI8PvR/zIarO9g4U6K4BGWSoMRrSYLhg7pIewrwP0qvQpmqw1TxwzDtLEhjn3Ii/wcFRaE9Iom50ZYvKi+nihF9xKKiopCVFSUkqd0Tn5+gDvm0QiuR7CH+PliVMgQ1DabUN7YrmyHRYO+7lp/ZXyYS7m9SnCdVvjQAIwYGoD6VjMK9a24KKqHuSUKcKXbQTc5OrqiEHdAGgBXkV2bvai+nijv3ligLxUWAnff7Z7hN8H1CLZqmyBq0NeJpTzCMvfH81dU5vYqwVVEfd4WcpKrbzHhRD4vmHfj7H50WLzIz9ItoTJnYokX1dcTpe0OS0cHr0roypX4BNej2FFqTbzVmK/bzBZkVvIqsfNiwlzG7VOCq4ik20LnnXjrJHd/aiWsNsKc6FBcEDHU8Q96kZ+jldhPyIvq64lS9JaQx2nqVOC77wRXq1wH2ONCpUebFd5PSGO+Ti0zwGojjB0e2OUzV3D7lOAqotjRfYywOMn9PNmBnZlV4A5YA+Aqsp+QF9XXE6XtERahQa+uIKPGo80a0nnXXxHShPocYXFCFY3tOF1UD50OuGH2OMXP7ymSbgnVNJtgsqiwA7xQn9J2hyUpCRg61H6TKMHVDtcBtmq3hDTma+kJofN2WDRW38HGjR3d2WHRd26CqCD3ixQeXVl4wYieR+d6kxf5ecTQAAT6809mZeMAR2y9qL6eKG13WCIjgeef56Pgao/rAFu1Sbca8jURIaHzCaFzFoxTkeuQBFcRjQ8Pgr+vDsYOGyqbevixdYL7eUrnYnH9vR3kJNcpDYCr0+nktVgGGk+8qL6eKB0pvqJW/9XU1ITQ0FAYDAYM9/LnxIU8S/oWExb87RvodED2cz85d30RIZQ1tOGKfxyGn48OaX9ZgUB/N69QLaSKlr1yBHk1Ldj5q0tw1VRl1skq1Lfimpe+g6+PDqf/sBQjhw1R5Lyeqnv+7zSO5tTihZ/Oxs8Wjnd3cTxCrvz91nb0bmoCvvqKj4KrPa4D7JFDAxDg5wMioLqn/yxV4qomFbjS+iszIoefv7OiofoOVu6kzqd3CnqaeDtAblzn2iuLJ0cMrLPiZX52+tFmL6uvp0nbHZa8POD66/kouNrjOsDuPoyr6G0hDfm61wXjVOQ6JMFVTNI8lvyeJt4OkNt1O2igk229zM/Rzi4e52X19TRp+7Hmiy4CSkuB0aMFV4tcB9mRYYEo1Lcqu2uzhnzd64JxKnIdkuAqpq4RFn0PIywD4GZVNSGnugUBvj5YPnPswArlZX6W57C0uZTrtNwZoxWUtjssAQFAdLTgapXrIDtSWotloDP7B8hVRQpzTRYr0st5mPi8E25V4DoswVVMkzp3bc6v6WGEZQBcaSn+q6eNQmiQ/8AK5WV+7lqef6CjtV5WX0+Ttm8JlZQADz3ER8HVHtdBtiprsWjE1+kVTTBbbRg5NADjR/TySKpG6juYudLy/FVNRrSYLE5xiWjgi8U5wVVMA+RKIyyVjUZYe3o8XCWu03JnjFZQ2u6wtLUBCQl8FFztcR1kqzKHRSO+7pq/MiEMOp3OZVyHJbiKKSw4ACM7NwAt/PE8ln5yk8sMKKlvQ5C/L5Ze6MRtBi/z85jhgfDz0cFiI9Q0D2DE1svq62nS9i2h6dOBM2cEV6tcB9mqrMWiEV/LC8b1cjtIBa7DElxFFTtqGOpa61Ggb8Gs6G67NveTK90Oum7GGAQHOPEz4mV+9vXRYWxoIMoa2lHe0N7/hfK8rL6eJm2PsAgJARjXudpteUM7PGDZIY+SQ08ICWlGk6Rdm2vOs6eQA7LZCHHOLBbn5RLbfbhP2u6wpKQAo0bxUXC1x3WQLU26bTVb0WS0nNdOaa4qUpBb02REeWM7fHTA7L46LBqor+DyCAsA5Ot/dEuoH9zTRfWobjJheKAfrpoa4VyBvNDP0c50WLywvp4kbXdYRo8GnnzS9Y9yCa5HsYMCfDGi8969YreFNOBraTn+qWNCMGxIH8P6Gqiv4PYywtIPrnQ76PqLxmKIn5OrInuhn6OcWYvFC+vrSRJL8wsNCt34+jGklTfhnXsXYOmFY9xdHI/Q8/sz8daRAtxxyQQ8f+ssdxdHyAUq0rfi6pe+wxA/H2T+9Xr4+PQy0boHdVhtuHTzt6hvNWPX/ZfgyinKLPHvTfrwdAk2fJKKq6eNwo5fXuLu4rhdYml+pdTSAhw/zkfB1R63H2x5LRaFRlg04OvuTwi5ktsvCa6iiu7cBNFksdnf0nCQ+32eHvWtZkQMC8Blk0Y6XyAv9LNTIyxeWF9PkrY7LDk5wJVX8lFwtcftB1ueKKfQ4nFe7muL1YaUskYAfSwYpzC33xJcReXn64MLRkor3nabx+IgV1p7ZeWscfDzVeDnwwv93H3H5n7foPDC+nqStP1Y84wZQFYWEBMjuFrk9oPdteCTUsvze7mvs6qaYeywYXigX9eS7a7g9luCq7gmjRqK3JoWFNS2YIm0a7MDXGOHFV+nVwFQ8OkgL/Sz9M9Pm9mKxrYOhHfOj1Ob65TcGaMVlLY7LIGBwLRpgqtVbj/Yiq/F4uW+ltZfuXhCuGPzGLy8voIri58UqkZ+912bHeB+l12LZpMFkaGBmO/IqJwj8kI/B/r7ImLYEOhbTChvbO9fh8UL6+tJ0vYtobIynhldVia4WuT2gx3ZuRaLYvsJebmv+73+ipfXV3BlSXsKFXRf7dYBrrQz841zIvs9Wfe88lI/S/NYyvo7j8VL6+sp0naHpakJ+OorPgqu9rj9YEu3hKqajLBYbS7jKi6FuImljQAcnHCrILffElzFJe0pZDfC0ge31WTBt5nVAIBVsxVcLM5L/TzgtVi8tL6eIvFYs9CgkM1GmPan/eiwEk5suLbrFtFgVH2rGfOeOwgASP7zcoQGD3CnXSGvlKG9A3P+8jUAIO0vK/pegwfAvqRy/PbDJEyMGIpDv1/S+75Tg0Cbv8zEtqMF+NXiifjzqhnuLo5bJR5rFhJSWD4+uq59PxTdU8gLlVTK81diRw0VnZVBqNAgf0QMGwIAKOg+ytKLpMXiVs0eN+g7K0D3J4W8ezNBb5O2OyxpacAFF/BRcLXH7SdbmseiyB4gXuxref2Vfkyc9OL6Cu65kla87ZrH0gvX0NaBIzm1AFTYO8hL/SzvAN/POXFeWl9PkbY7LCNGAHffzUfB1R63n2x58TgFJt56sa/7tWCcgtwBSXBVUdeeQtIISy/cA+mV6LASpo8NwZQxIcoWxEv9POANEL20vp4iMYdFaNDopa+ysfVwHn6xKAbPrb7I3cVxi6w2wpy/fI0WkwVfPnElZkSK79tg1NvHCvC3LzJxw6xxeOOueb3a3v32KRzP02Pdiml49JrJLiqhZ6v7PKCMv65AcIC2VwjpTR47h+Xxxx+HTqfrek2ezI03LS0NCxcuRHh4ONatW9f/1f/UUlsbkJDAR8HVHrefbEXXYvFSX+fVtKDFZEFwgC+mje3Hf8teWl/B7VnnjLCch1vbbMKJfD0AhZ8OkuSlfg4N8kdI52TlfsUTL62vp6hfHZb4+Hh88cUXaGhoQENDAxITE2EymbBq1SrMnz8fZ8+eRUZGBnbs2KFScfuprCxg/nw+Cq72uP1kKzqHxUt9LS0YNyc6DL79WUvDS+sruD1LmsNSqG+F1Ubn5X6ZWgkbARePD8OEkcHKF8SL/TygtVi8uL6eIIc7LBaLBWlpabjqqqsQFhaGsLAwhISEYP/+/TAYDHjllVcQGxuLzZs345133lGzzI5r+nQgPp6Pgqs9bj/ZUUqOsHiprwc0f0UB7oAluKooOjwYAb4+MFls/H04D7fr6SClJ9tK8mI/Rw1kHosX19cT5HCHJSUlBUSEiy++GEFBQbj++utRUlKC5ORkLFq0CMHB3PuePXs2MjIyej2XyWRCU1OT3QsAkJ4uG2VkAKWlnDYaeTiruZnz1dVAcrJsm50NFBdzuqODbQ0GIDgYGD+e35eUmwsUFnLaamXbBv6vE3V1nJduaeXn8wvgvyUksA3An0lI4HMAfM7cXE4HBwM6HdDaOQPfYGDbjg7OFxfblyk5mesEcB0TErjOAPuguz9TU4FK3oAMra1s294ul2nIEOZL/pRWNmxvZ1tpt87KSiAlRT5vZiZQUsJpk4ltpetSXQ0kJdn7u6hI9ndWFjBpEnNra/mz3f1dUGDv7/p6ztfXc97WuZBbQQGQlyd/NiEB0Ovt/W2xyP7OyWHmvHmcrqnh95qa2NZs5nxJCZCVhXGdAabJaEFLSTm/19Ji7++yMnt/p6UBFRy07YZVg4OBsWPlugH8OcnfUpuV/F1VZe/vrCzZ32azvb9rauz9nZMjt9mAzmXATSY+6vX2/s7Lk8tks53j78QcbjtzJ4SzndRmJX/X8tMgaGy0b7M1NcDQoXLbSkqS26zkb6lMJSXcniSlpMhtVvK31GbLyuy/9+npQHnntWlvZz9Nm8bcykpu/5KUiBEA1zkxUbbNzeXPz5vH3yc1YgTATMnfUozw92duba06MaK8HEhPh6+PDhdE8LXMzyxi/154Ifu7s82WZxfjbHEDdDrgxtnjnIsRCQncpiR/S202OBgICeHvB6BOjJCUlCTHCMnGr3PuSWeM6FJKilym88SIrl2bc0p6jhEA/737kzlFRcDo0VxvtWKExWLfZvV6Pte8ecztI0bYtdn+xAhXiBzUe++9R5deeimdPn2aCgoK6MYbb6Trr7+ennzySXrkkUfsbCMiIqi+vv6859q0aRMBOOdlGDdONpo1i+jxxzmdm0sEEB0+zPkXXiAKD5dtFy0iuv9+TldUsG1cHFF5OdGKFUQBAbLt0qVEt9/OaYOBbffs4fy773K+o4Pzq1bxi4j/BrANEX8G4HMQ8TmXLuV0eTmRry/R3//O+bg4tq2o4Pz993OZJYWHc52IuI4A15mIfTBrlmwbFUW0aROnT59m2+Rkzj/2GJ+rvJzzU6cSPfUUp9PS2PbECc4/9xzR2LHyeefOJZKuY2Eh2x48yPmXXyYKCZFtFy8muvdeTtfUsO1ttzH3zTe57pKWLydas4bTLS1su3s353ft4rzRyPlbbiFauVL+LEC0fTun9+7lfF0d5++6i2jJEmZu3EgUFET02mv83oEDbFtayvkHHyRasICIiGY/+xXFrI+jnOde5veOHWPbrCzOr11LNGOGXIaYGD4/EVF8PNvGxzN38WKi6GjZdsYM/jwRnw/g8xMRbd5MFBEh2y5YwOUi4nICXG4irkdwsGy7ZAnXl0i+jpJftm/nvKSVK9mPROxXgP1MRIZdu+mCpz+jmPVxVNts5OuyfLn8WV9fvn5ERPv28Wdrajh/221cV6lthYRwuyDidgJwuyHidjR3rnzesWO5vRFx+wO4HkTcPqdOlW1jY4k2bOB0cjLb/vKXzN20idu/JCViBBHR1q3nxoibb+brLl1HpWMEETO3buW0FCMSEph7xx3qxIgNG9jHRPTQzrMUsz6O3l73Kvv3wQftYsSbf3qLYtbH0c/f6owZzsaIffs43z1GlJcTTZpEdMMNnFcjRkgKDpZjxPvvs+2ZM5zvFiOIiL+rmzdz+jwx4s3v8ihmfRw98fNNPccIIv57TIx83qlTiS65hOutVoyoq2PbvXs5L8WIjRuZ20uMoN27Od/SwnkHYoQhP59/v6V2rqIc7rD8WEVFReTj40O/+93vaK0UpDsVHR1NZWVl5/2s0Wgkg8HQ9SotLeUKSz+mRETp6UQlJZxub+cG0NTE+aoqoqQk2TYri6ioiNNmM9s2NhKlpnKQlYINEVFODlFBAactFraVOld6PedtNs7n5fGLiP8WH882RPyZ+Hg+BxGfMyeH06mpROPGER05wvnGRrY1myXnyY2fiOtSVcXppia2bW/nfEkJ+0JSSorc8WlpYdu2Ns5/8w1zU1M5n5Ym/2i3tbFtczPnKyrkIEZElJFBVFwsXSC2lRpgVRVRYqK9v6UfJ7OZ6L//JRo/nrk1NfKXVfJ3fr69v6WAUlfHeauV8/n5chAm4vdqa+39Lf1QFBQQZWczMyaG6KOPiKqr+T2DgW1NJs4XFxNlZhIR0fWvHqWY9XF0+IdO/zc32/u7tNTe36mp8o90ayvbtrby36OiiD75RLZNT5f9LbVZyd+Vlfb+zsyU/W0y2fu7utre39nZcptNTOQOwPHjnK+ttfd3bq7sb6vVzt9H4/MpZn0cXfmPb2V/S21W8rfUQWlosG+zBw4QRUbKbSsxUW6zkr+lH5XiYm5PkpKT5TYr+Vtqs6WlcueFiNNS7Ghrs29bFRXc/rv729kYQcR1TkiQbXNyiPbv53aVlKROjCBipuRvKUYkJDD3q6/UiRFlZV3+fuFAJsWsj6M/7PqB/Tt+PPu7s83e8PK3FLM+jt472ek3Z2JEfDy3KcnfUptNTeV29eWXnFcjRkhKTJRjxA8/8PdIuu7dYgQRcZutrOT0eWLE58nlFLM+jn760sGeYwQR/136zhARffopx43UVPViREeHfZutreXrGhPD3F5iRJe/pTbrQIww6PUu67AM+LFmg8GAsLAwbNmyBWlpadi1a1fXe2FhYcjNzcWoUaMcOpd4rFnIVXrgP2fwTWYNNt8yC3deOsHdxXGp/vVtLl45mIObL47Ea7fPdXdxhNysvfFl+P1HyVg0aQQ+fPAyu/cKaltw7ctH4Oejw+mNyzCiPzsSDxIlljTgln+fwLjQQPzwzFJ3F8dt8sjHmp988kns2bOnK3/mzBn4+Phg1qxZOHnyZNffi4qKYDKZMMLLF6gR0qYUfbTZyyQ9IeTwDs1Cmlbs6B52be7U58k8B+aKKRGis3IeSXNYqpuM6FBiQ1WhPuVwh+Xiiy/Gxo0bcfToURw6dAiPP/447rvvPixfvhwGgwE7d+4EAGzZsgXLli2Dr6+vaoV2WBkZwMyZ9hPSBFc73AGwFeuweJmviajbDs39WJLfSa7TElzVJD3aXNNsQnNSWheXiPBZMk98VmXtle7yYj9HDB2CAD8f2AioMji4erYX19cT5PDyfPfccw8yMzNx8803IyQkBLfccgs2b94MPz8/bNu2DXfeeSfWrVsHq9WKI0eOqFlmxzV8OLBiBR8FV3vcAbAHvKS2k1zFNEBuob4VjW0dGOLngwvHDaDMXlZfwXUAFeiPUSFDUNtsQoE1AHM6uVlVzcivbUWAnw+WzxyjciG8188+PjpEhQWhUN+K8sZ2jB/hwDo1XlxfT5BiS/OXl5fj7NmzuPzyyx2euyJJzGERcpXOFtVjzZs/YPyIIBx7+lp3F8dlkuYrLIgJx8e/udzdxRHyEP38rR9wqrAer/xsDm6dFw0A+MeBLPy/7/Jx/cyxePMX891cQs/WXW+fxPd5dXj5tjn46fxodxfHLfLIOSx9KSoqCjfffHO/Oyuqymjk9QCMDg7XCa53cQfAlkZYqgxGXuHTRVzFNEBuYmnn/JX+LhjnJNdpCa6q6prHUmkAsrNB7e3qLxbXXV7u534vHufl9XW3tL1bc0YGr+znjvuFguuR7NEhQ+Dro0OHlaBvMbmMq5gGyJVXuB3A/BUnuE5LcFXVpAiex1JQWAVMn46k48koa2jH0ABfXDt9tPoF8HI/R4XxbaByR5fn9/L6ulva7rBMnQocO8ZHwdUedwBsP18fjB2uwJ5CXuTrNrMFWVW8AuyAR1i8qL6C67ikEZZ8ky9w7Bg+a+bvxnUzxiAowAUPTni5n7tWu3U0lnh5fd0tbe+JPWwYcMUVgqtV7gDZkWGBKG9sR0VjO+YNdMTBi3ydUmaA1UYYFxqIcaFBLuMqIsFVVbER3GEpbGhHx2Ur8MWWQwBcdDsI8Ho/9/uWkJfX193S9ghLVRXw/PPynhCCqy3uANmKPNrsRb4e8IaHTnIVkeCqqqjwIAT4+cBsseF/f9uGmmYTQoP8ceUUF81F9HI/R3cbYbE5MifOy+vrbmm7w1JTA7zyirzhleBqiztAttxhcWICmhf5Wl4wboCjSQPkKiLBVVW+PjpMHMnzWLZWDwEA/OSisQjwc9FPg5f7eWxoIHx0gNlig77VgTlxXl5fd0vbt4Rmz5Z3lhRc7XEHyFZkhMVLfG2/YFyYy7iKSXBVV+zoociubkbJcJ5k67LbQYDX+9nf1wdjhgei0mBEeUM7RocEuoTbb7kzRisobY+wCAn1oKgwDioVBu0vz1/W0I7aZhP8fXW4KCrU3cUR8kBN6pzHAgARw4Zg0aSRbiyN96nf81iEBixtd1iysoCFC/kouNrjDpCtyC0hL/G1NLoyY9xwBPo78dSHl9RXcPuv2NFDu9I3jg+Er4/OZWwt+LnrSSFHHm3WQH3dKW13WIKDgXnz+Ci42uMOkC11WOpbzWg3W13GVUT95HbNXxno01AD5ComwVVd3UdYVk138eiKBvzcrxEWDdTXnVJsaX5nJJbmF3K1Zm36Cs0mC779/RLEjhrW9we8VKvf+B5JpY147faLcfPFUe4ujpAHythhxcrXjmHksADseegy6HQuHGHRgN4/VYyN/0vD0umj8c59C91dHJfLK5fm90iZzUBZGR8FV3tcJ9hOT7z1Al+bLFZkVDQBcPIJoX5yFZXgqq5Af198+/hl+O8N46Hr6HAZF4Am/NyvERYN1Ned0naHJS0NGD+ej4KrPa4T7HHSxNuBdli8wNdp5U0wW22IGBaA8SMGuGDcALiKSnBdIl16OnwmTBg09VWS268Oiwbq605pu8MyeTJw4AAfBVd7XCfYkV1BZoATb73A19L8lYvHhzs/zO8F9RVcwXUHV5p022y0oMnYxwiVBurrTok5LEKDUm8czsOLX2VjzfxovHTbHHcXRxU9ujsBX6RUYt2KaXj0Gu8OVEJCnqy5f/0aDW0d2P/bK3HhuMH1GybmsCilmhrgX/9yz6qCguvR7Ehnbwl5ga+TlFiSfwBcRSW4gusFXIcfbdZIfd0lbXdYKiqAZ57ho+Bqj+sEOzLUyUm3Hu7r6iYjyhvb4aMD5kSHuYyruARXcL2A6/A8Fo3U113S9tL8F18MtLYKrla5TrC7nhIyGGGzEXz6u1iWh/tamr8ybexwDB2iwNfcw+sruILrTm5UGK9v0meHRSP1dZe0PcIiJHQejQ0NhK5z07K6Vu9+1K8nKbJDs5CQkEPq12q3QgOWtjssOTnA1VfzUXC1x3WC7e/rgzGdG5VVDmRPIQ/3dVeHZXyYS7mKS3AF1wu40i2hsr5GWDRSX3dJ2x0Wf38gOpqPgqs9rpNspybeerCvO6w2pJQ3AlBgSf5+cFWR4AquF3CjHR1h0Uh93SXxWLPQoNVjuxMQl1KJP904A/dfMdHdxVFMqWUGrNp6HKFB/kj803X9n58jJCTULzW0mjH3uYMAgKznrnduo1Evk3isWSlZLEB9PR8FV3tcJ9lRzizP78G+TiyVFowLU66z4sH1FVzBdTc3LNgfwQHcSek1nmikvu6StjssKSnAyJF8FFztcZ1kO7WfkAf7WpUJtx5cX8EVXHdzdTpdt3+Aelk9WyP1dZe03WGZOBHYu5ePgqs9rpPscaFOzGHxYF9LjzQrNn/FQa4qElzB9RKuvN1Hm0u5DsmdMVpBiTksQoNWaeUG3Pj6cUQMG4Kzf1zm7uIoovpWM+Z13ktP/vNyhAZ79yQ7ISFv0R/+l4rdp0rwxLWT8eTyae4ujssk5rAoJb0eePttPgqu9rhOsqUhXH2LCcYOq8u4TqkPrjS6Mnn0MGU7Kx5aX8EVXE/hOvRos4bq6w5pu8NSUgL8+td8FFztcZ1khwX7I6hzNn+VoZ+7NnuorxVff8VBrmoSXMH1Eq5DjzZrqL7ukLaX5p83D3DHHS/B9Qq2TqdDZFgg8mtbUdHYjgsihrqE65T64EpPCCk6f8UBrmoSXMH1Eq5D+wlpqL7ukLZHWISE+lCko5uWeYGsNkJyqQGAWJJfSMjVkpbnrzIYYbV5f+fAE6XtDkteHnDDDXwUXO1xFWA79CiiCtwBqxdubk0zWkwWDA3wxdQxIS7jqirBFVwv4Y4OCYSfjw4WG6G66TzxREP1dYcG3GG5/vrrsWPHDgBAWloaFi5ciPDwcKxbtw4e8OARy8cHGDKEj4KrPa4CbGmEpd/7CXmgr6X5K3PGh8FX6dVtPbC+giu4nsT19dFhXOd2H+cdsdVQfd2hAT3W/P777+Puu+/Gu+++izvuuAPTp0/HihUrsG7dOjzxxBNYs2YNfvnLXzp8PvFYs5C79HF8GZ76KBlXTonArvsvdXdxnNLTHydjz9kyPHpNLNatmO7u4ggJDTrdvu0HnCyox6s/vxir50a5uzgukUc/1lxfX4/f//73mDaNnzPfv38/DAYDXnnlFcTGxmLz5s145513FC/ogGSzASYTHwVXe1wF2APeANEDfS0/IaTwhNs+uKpKcAXXi7hRYcEAehlh0Vh9Xa1+d1h+//vf45ZbbsGiRYsAAMnJyVi0aBGCg/lCzZ49GxkZGb2ew2Qyoampye4FAEhPl40yMoDSUk4bjUBCAtDczPnqaiA5WbbNzgaKiznd0cG2BgOQlAQEBgIffijb5uYChYWctlrZtoGfrEBdHeelQaf8fH4B/LeEBLYB+DMJCXwOgM+Zm8tpiXv4MOcNBrbt6OB8cTGXWVJyMtcJ4DomJHCdAfZBd3+mpgKVlZxubWXb9s4vx9dfMzcpSfZnWRmn29vZtqWF85WV9ss0Z2bKj7yZTGwrXZfqavmckr+LimR/f/CBzK2t5c9293dBgb2/6+s5X1/PeelLVFBgf481IUFeN0Dyt7QXRmEhb5Uu+fq//wVqavi9pia2NZs5X1ICZGXJ501JAaqqAABR/nytKxrb+VZmWZm9v9PSgIoKTre18Xnb2mTuxx/LthkZsr+lNiv5u6rK3t9ZWbK/zWZ7f9fU2Ps7J0dus2fPMvfoUc7r9UBCAgztHcitYdbFxBNvYbP17G+pzRYUyG1W8ndtLacbG+3b7Jdf2retpCS5zUr+Nplkf2dm2vtbarMtLfZttqzM/nufng6Ul3O6vd2+bVVWcvvv7m9nYwTAdU5MlG1zc4EvvmBufLw6MQJgpuRvKUacOcPc/fvViRHl5ef6u6xMbs8ffKBOjEhI4DYl+VuKERI3Lo7zasQISUlJcow4fpy5Z85wvpcY0dVmJX/3EiOihvGDt2W1ne2wooLfl/TJJ3J7VitGWCz2bVavt/8e5eXJMVnJGOEKUT906NAhGj9+PBkMBrr33nvp3XffpSeffJIeeeQRO7uIiAiqr68/73k2bdpEAM55GcaNk41mzSJ6/HFO5+YSAUSHD3P+hReIwsNl20WLiO6/n9MVFWwbF0dUV0d0zz1EAQGy7dKlRLffzmmDgW337OH8u+9yvqOD86tW8YuI/wawDRF/BuBzEPE5ly7ldF0dkZ8f0T/+wfm4OLatqOD8/fdzmSWFh3OdiLiOANeZiH0wa5ZsGxVFtGkTp0+fZtvkZM7/9rdEo0czn4ho6lSip57idFoa2544wfnnniMaO1Y+79y5RNJ1LCxk24MHOf/yy0QhIbLt4sVE997L6Zoatl27lrlvvknk6yvbLl9OtGYNp1ta2Hb3bs7v2sV5o5Hzt9xCtHKl/FmAaPt2Tu/dy3mpbnfdRbRkCed37SIKDiZ67TV+78ABti0t5fyDDxItWCCfNyKCaPNmIiIyfneUYtbHUcz6OKpvMXE9ZsyQbWNiiDZu5HR8PJ83Pp65N91ENH68bDtjBn+eiCgri22PHeP85s3MlbRgAZeLiMsJcLmJuB7BwbLtkiVcXyKivDy23bGD89u3EwF0JLuGYtbH0VW/e5/9SMR+Bdg/ROx3gK8DEV+X5ctljq8vXz8ion372LamhvO3387tSfJ/SAi3CyJuJwC3GyJuR3PnyucdO5bbGxG3P4DbIxG3z6lTZdvYWKINGzidnMy2f/kLczdt4vYvSYkYQUS0deu5MeLWW9lv0ndB6RhBxMytWzktxYj0dObefbc6MWLDBvaxJClG1NURPf+8ujFi3z7Od48RdXVc9ptu4rwaMUJS9xjx0Udsm5LC+V5iBB07xrZZWZzvJUb896NjFLM+ju75Z6dfNm7k9yVNm0Z0/fVcRrViRF0d2+7dy/nOGEG7dvF7K1cqGiMM+fn8+y21cxXlcIelvb2dpkyZQnGdX3Kpw/L000/TWilIdyo6OprKysrOey6j0UgGg6HrVVpayhWWvihE/MUtKZHg/CPR1MT5qiqipCTZNiuLqKiI02Yz2zY2cr6mhighQbbNySEqKOC0xcK2UudKr+e8zcb5vDx+EfHf4uPZhog/Ex/P5yDic+bkyJyEBDnYNzayrdnM+aIiufETcV2qqjjd1MS27e2cLylhX0hKSZE7Pi0tbNvWxvmyMvmHgIjT0o92WxvbNjdzvqJCDmJERBkZRMXFnDYa2VZqgFVVRImJsm1WlvzjJPm7oYHzNTWcl5STQ5Sfz2nJ31JAqavjvNXK+fx8OQgT8Xu1tZyW/C39UBQUEGVny7aJiUTV1Zw2GNjWZOJ8cTFRZqZsm5xMVFnJ6eZmmr/pS4pZH0epZY3sr+7+Tk0lKi/ndGsrn7e1lfPl5fy+pPR02d9Sm5X8XVlp7+/MTNnfJpO9v6ur7f2dnS232Y4O+zZbW0sUH0+vHsyhmPVx9NttR2R/W609+1tqs/n59m02Pl5usw0N9m22sNC+zSYmym1W8rf0o1JczO2pu7+lNtvcbN9mS0vPbbNS7JDarBQ8KyrkHxjJ3yJGiBjhghhh5+9eYsSx1FKKWR9HS188xO95UIzoUm6uojHCoNe7rMPi8KTbjRs3oqioCO+//z4A4L777sPVV1+N6upqpKWlYdeuXV22YWFhyM3NxahRoxwa5VFt0k59PfDVV8CKFcCIEcqdV3A9g6sQ++atx5FcZsC2X8zH8pljXcYdkM7Dve/d0/guuxZ/uWkm7r38ApdxVZfgCq4XcQv1rbjmpe8Q5O+LjL+ugE73o6f1NFZfwEMn3e7evRv79u1DWFgYwsLCsHv3bjzyyCP4z3/+g5MnT3bZFRUVwWQyYYSrf7h6UlERcOed8r1UwdUWVyF2ZNdaLP2YeOtBviYiecKtWgvGeVB9BVdwPZUr7QDf3mFFQ1sPczs0Vl9Xy+Gl+Y8dOwaLNJkJwFNPPYVFixbhvvvuw4wZM7Bz507cc8892LJlC5YtWwZfX19VCtwvzZnDE5oCAwVXi1yF2F0dlv7sJ+RBvi7Qt8LQ3oEhfj6YPlal/3A8qL6CK7ieyg3098WokCGobTahvKEdI4YGuITbp9wZoxWUwx2W6Ohou/ywYcMQERGBiIgIbNu2DXfeeSfWrVsHq9WKI0eOKF7QAcnXFxjaj/1hBNe7uAqxB7Q8vwf5WhpdmR0digA/lRaG8qD6Cq7gejI3KiyIOyyNbZgVHeoybq9yZ4xWUAOObjt27MB9990HAFi9ejVyc3Oxbds2ZGZmYubMmUqVzzkVFAC33SY/wiW42uIqxI4ayFosHuTrxBKVNjzsg+sSCa7gehlX2lOorKddmzVYX1dKsd2ao6KiEBXlYSv7Wa383Lr0TLngaourEHtAc1g8yNfygnFhLuW6RIIruF7Gje5txFaD9XWlBrQ0v9ISS/MLuVP6FhMW/O0b6HRA9nM/Ue+2igpqM1tw0aavYCPg5DNLMTbUu+9RCwl5u3b+UIQ/70vH8hljsO2eBe4ujuryyKeEhIS0qpFDAxDg5wMinH+XVQ9VcqkBNgIiQwNFZ0VIyAMUNZA5cUIOSdsdloQEwM/Pfql4wdUOVyG2TqfrCjIO3xbyEF8nlrpg/koPXJdJcAXXy7jSHJYeOywarK8rpe0Oy/jxwBtv8FFwtcdVkN21CaLBwQ6Lh/ha9fVXzsN1mQRXcL2MK/3z09jWgVaTxf5NDdbXlRJzWISEAKz7KBkfxZdh3YppePSaye4ujkMiIiz8+7fQt5iw9zeXYX6MByzWKCQkhNnPfoUmowUH116FKWNC3F0cVSXmsCilxkbgs8/kXUIFV1tcBdn9XovFA3xd1tAOfYsJ/r46zIwM7fOjSnFdKsEVXC/kRoUHAwDKfhxPNFpfV0nbHZaCAuDmm93zzLvgehU7sr9rsXiArxM611+ZERmKQH+VV5b2gPoKruB6C1da26n8x2uxaLS+rpJi67B4pGbNAmpqgLAwwdUiV0F2v9di8QBfJ+7PAaDy+is9cF0qwRVcL+Se90khN9V3T8cIlH+agEcvnIGAvs09VtrusPj7Aw7uGC24XshVkN11S6ihHUR07i6rKnH7rW7cxNJGAC6YcPsjrksluILrhdyuJ4V+PMLihvpWGtrx3JfZaDZZEBk5Ej9fOMGlfCWl7VtCRUXAffe5Z2dMwfUqdmQoB5hWsxVNRksf1spx+61OrjGvABkVBgDAPLUfae7GHTRtS3AF1wlFhfEclnNGWFxcXyLCM5+kotlkwVxzHdaM9O6VbrXdYTGZgLw8Pgqu9rgKsoMCfLt2VnXotpCbfZ1e0YQOKyFiWACiO/+bcwV30LQtwRVcJ3TeERYX1/eThHJ8l12LAB/gxdS98O0wu4SrlsRjzUJCnbrx9WNIK2/CO/cuwNILx7i7OL3q7WMF+NsXmbhuxhhsHwTLfwsJeZNqm01Y+Hf3bvdR02TEsleOoMloUXW5BvFYs5CQGyTdFurXJohukssWjBMSEuq3IoYFYEjndh9VBtdv90FE2PhpGpqMFsyKCsVDV01yeRnUkLY7LElJwPDhfBRc7XEVZstrsTgQYNzs68T8GgDA3PEumL/SjTto2pbgCq4T6r7dR1ljm8u4kj5PqcTBjGr4++rw4m2z4Zea4r4YraC03WEZNw549lk+Cq72uAqzpQBT6cjy/G70ddWf/oaKNit8dMDsaJUXjOvGHVRtS3AF10n1OI/FBVx9iwmb9qUBAB69ZjKmjx3u3hitoMQcFiGhTn2RUolHdydg4QXh+Ojhy91dnPNqf2olfvN+AmaMG44vf3ulu4sjJCTUgzbsTcGHZ0rxu2VT8LtlU13GffT9BHyRWonpY0Pw2WNXqD5/RsxhUUpNTcA33/BRcLXHVZgtr3brwC0hN/o68XgyABfPXxlsbUtwBddJRYX1MMKiMnd/aiW+SK2Er48OL902R+6suDNGKyhtd1jy8oDrruOj4GqPqzBbCjBVTUZYrDaXcfulvDwkHk8BAMx1xfor3biDqm0JruA6KemWkN0O8CpyG1rN+FPnraCHl0zCRVHdbhe7M0YrKG2vdDtzJlBY6Pr7doLrleyIYUPg76tDh5VQ02zqmoSrNrc/6ph+IVIuqAKs5NoRlsHWtgRXcJ1UZE8jLCpy//J5OvQtZkwZPQxPLJ1i/6Y7Y7SC0naHZcgQ4IILBFerXIXZPj46jA0NRGl9Oyoa23vvsLipzpn1JpishNAgf0wcOdR14MHWtgRXcJ1UVNf+ZEbYbAQfH51q3G8yqvFpUgV8dMALa2ZjiN+PNkN1Z4xWUNq+JVRSAjz6KB8FV3tcFdjSWiznLKmtMtdRJSbzbqtzRw3hAOgqDba2JbiC66TGhgbCRweYrTboW0yqcQ3tHdj4aSoA4IErJ/V8q9idMVpBabvD0toK/PADHwVXe1wV2N3/K3Il11ElljcDAOaO8Hcpd9C1LcEVXCfl7+uDscN5In+Z9A+QCty/xWWgusmESRFD8eR153kayZ0xWkGJx5qFhLrppa+ysfVwHn6xKAbPrb7I3cU5R0tePIziujbs/NUluGqqm3bIFhIScki3vXkCZ4oa8Podc7FqTqTi5z+SU4t7/+80dDrgo4cuw4ILRijO6EvisWYhITcpsmuExfOW569rMaG4jlfNnDM+zL2FERIS6lNdjzarEE+ajR14Zi8/MXjvZRe4pbPiamm7w5KSwrOiU1IEV4tcFdjSWix9Bhg31FnaP2hKYzlCczNdxgUw+NqW4AquAjpntVsFuc/vz0KFwYgJI4Lx9PXTejd2Z4xWUNrusIwaxRONRrl46FxwvZYd5egIixvq/HlKBQDg0oiAwXONBVdwvZgbFRYMoNs/QApxT+TpsfsUT6Dd8tNZCA7o44Ffd8ZoBSXmsAgJdVOLyYKLNn0FAEj7ywoMG+IZT/7Xt5qxaPO3MFtt+OyxxZgdHebuIgkJCfUhaY7JtDEh+GrtVYqcs9VkwfWvHUVpfTvuunQC/n7LLEXOO1CJOSxKqaWFZ0a3tAiuFrkqsIcN8UNoED+BU9nbKIuL67w3vgxmqw0XjR2G2aWZg+caC67gejG3+xwWIlKE++JX2Sitb0dUWBCeWXmhYx9yZ4xWUAPqsNTV1eHEiRPQ6/VKl0dZ5eQAl1/OR8HVHlcldqQjE+VcWGciwgenefj3zijfwXWNBVdwvZgrdVhaTBY0tVuc5p4pqsd/figCADx/6yzHR4DdGaMVVL87LB9++CEmT56MRx99FBMmTMCHH34IAEhLS8PChQsRHh6OdevWwQPuNAEXXgikpfFRcLXHVYkd5cgmiC6s8w8FdSjQt2JogC9uum7O4LrGgiu4XswNCvDFyKEBADr/AXKC22624umPU0AE/GxBdP+WNXBnjFZQ/eqwNDY24vHHH8exY8eQmJiIt956C+vXr4fJZMKqVaswf/58nD17FhkZGdixY4dKRe6HgoJ4D4WgXpZYF1zv5arEdujRZhfWWZpcd/PcKAwLCxlc11hwBdfLuXYjtk5w//lNDgr1rRgzfAg23jCjfx92Z4xWUP3qsDQ3N+PVV1/FRRfxglpz5sxBQ0MD9u/fD4PBgFdeeQWxsbHYvHkz3nnnHVUK3C+VlQHr1vFRcLXHVYk9LtSBDouL6qxvMeGr9CoAwJ2XTBh811hwBdfLuV3zWBraBsxNLGnA28d4W47Nt8zqmmfnsNwZoxVUvzos48ePx1133QUA6OjowEsvvYRbb70VycnJWLRoEYKD+RGu2bNnIyMj47znMZlMaGpqsnsBANLTZaOMDKC0lNNGI5CQADTzsuSorgaSk2Xb7GyguBidBWNbg4Ffn3wCnDwp2+bm8q6VAGC1sm1DA+fr6jgv3c7Kz+cXwH9LSGAbgD+TkMDnAPicubmcNhiAPXtkjsHAth0dnC8u5jJLSk7mOgFcx4QErjPAPujuy9RUoLKS062tbNve+cOakwN89BHzJH9KDbS9nW2lSVeVlfbP5GdmyvtMmExsK12X6mogKcne30VFsr9/+AH43/+YW1vLn+3u74ICe3/X13O+vp7zNhvnCwrstz9PSACkeVKSvy0W2d85Ocz87DPg1Cmgpobfa2piW7OZ8yUlQFaWfN6UFKCKOwFoabH3d1kZIlv5Gpc3tvMwagU/Toy2NrZta5Pb1tmz8nkzMmR/S21W8ndVlb2/s7Jkf5vN9v6uqeny90dny9BhJcwZHcjbxdfVcduSPqvX2/s7L0/2t83Ws7+lNltQILdZyd+1tZxubLRvsxkZwMcfy20rKUlus5K/Td32S8nstk5MSorcZiV/S222rMz+e5+eDpSXc7q9ndvWp58yt7KS2393fzsbIwCuc2KibJuby+X47DPZZ0rHCICZkr+lGKHXMzczU50YUV5+rr/Lypj/6af2EzOVjBEJCdymJH9LbdZg4HaVlsZ5NWKEpKQkOUaUl/P3SPpsP2OEnb/PFyMAoKICUVZeDr+8sTMG793L9XYwRhg7rFj3UTJsBNxy0WgsvXCMXYwAwPWUfm8sFvs2q9fzdf3sM+aqFSNcIRqAkpKSKDw8nMaMGUMNDQ305JNP0iOPPGJnExERQfX19T1+ftOmTQTgnJdh3DjZaNYsoscf53RuLhFAdPgw5194gSg8XLZdtIjo/vs5XVHBtnFxnN+6lSggQLZdupTo9ts5bTCw7Z49nH/3Xc53dHB+1Sp+EfHfALYh4s8AfA4iPufSpTInIIDZRFwWgMtGxGVdtEi2DQ/nOhFxHQGuMxH7YNYs2TYqimjTJk6fPs22ycmc37CBKDZWtp06leippzidlsa2J05w/rnniMaOlW3nziWSrmFhIdsePMj5l18mCgmRbRcvJrr3Xk7X1LDtvn2cf/NNIl9f2Xb5cqI1azjd0sK2u3dzftcuzhuNnL/lFqKVK+XPAkTbt3N6717O19Vx/q67iJYskW2Dg4lee43TBw6wbWkp5x98kGjBAtk2IoJo82ZOHzvGtllZnF+7ls4s/gnFrI+jK/7xLVFMDNHGjfxefDzbxsdzfuNGfl/SjBlEa9dyOiuLbY8d4/zmzcyVtGABl4uIywlwuYm4HsHBZLXa6Mp/HKKY9XH031//id+rq2PbvXs5v3075yWtXMl+JGK/AuxnIvY7wNeBiK/L8uXyZ319+foR8fUE+PoS8fVevFi2DQnhdkHE7QTgdkPE7WjuXNl27Fhub0Tc/gBuj0TcPqdOlW1jY7kdE3G7BridE3G7j4qSbUWM4LyIEZx2YYygGTNk2z5ixDvX3Usx6+PoN++dHVCMeOFAJsWsj6P5j+6ihs/383udMaJLS5ZwfYlcHiMM+fn8+y21cxU1oA6LzWajhIQEuvbaa2n16tX09NNP01rpInQqOjqaysrKevy80Wgkg8HQ9SotLeUKS18UIqL0dKKSEk63t3MDaGrifFUVUVKSbJuVRVRUxGmzmW0bGzlfU0OUkCDb5uQQFRRw2mJhW6ljpddz3mbjfF4ev7jS/J5ez/n6es5bLJwvKOBzS0pIkIN9YyPbms2cLyqSGz8R16WqitNNTWzb3s75khL2haSUFDmotbSwbVsb58vK5B8CIk5LX8i2NrZtbuZ8RYUcxIiIMjKIios5bTSyrdQAq6qIEhNl26ws+cdJ8ndDA+drauQvKxH7JD+f05K/pYBSV8d5q5Xz+flyECbi92prOS35W/qhKCggys6WbRMTiaqrOW0wsK3JxPniYqLMTNk2OZmospLTzc32/i4tpfLTyRSzPo4m/+ELsiSnEJWX83utrWzb2sr58nKi1FT5vOnpsr+lNiv5u7LS3t+ZmbK/TSZ7f1dXEyUm0tGcGopZH0cX/fFLas3ubIcdHfZttrbW3t+5ubK/rdae/S212fx8+zYbHy+32YYG+zZbWGjfZhMT5TYr+Vv6USku5vbU3d9Sm5X8LbXZ0tJz26wUN6Q2KwXPigpu/939LWKEiBFuiBF2/k5N7TVGHPjyFMWsj6ObXj/W7xiRciaLJj3zBcWsj6P9+74/J0Z0KTtbbrMujhEGvd6zOyySSkpKSKfT0ZYtW+juu++2ey80NJRqpIr1IYPBoE6F09L4v4nuX1BXSHC9mt1hsXYFiSpDu8u4P9bDu85SzPo4+tOn3TpFg+0aC67gejk3tayRR0ie+7pfXFOHlVb88wjFrI+jR96P79O+V6lYX9V+v3tQv+awHDp0COvWrevK+/nxM+DTp0/HyW7zRIqKimAymTBihJs3YwoLA267jY+Cqz2uSmy/btvCn3ctFpXrXNNsxMEMnrNw56UTXMY9rwRXcAV3QIru3E9I32KGcdhwh7n//i4PWVXNGDE0AH+9aaZzhXBnjFZQ/Vqav6KiAtOnT8dLL72En/zkJ/jjH/+I6upqxMXFITIyEi+99BLuuecePPzwwygvL8fnn3/u0HnF0vxCniZpW/itd87FjbOV3xa+L71xOA8vfpWNeRPC8Mkji13OFxISUkZEhIs2fYVWsxXf/n4JYkcN6/MzmZVNWPX6cVhshNfvmItVc1wfgxyVxy7NHxkZiY8++givvvoqZs6ciba2NuzatQt+fn7Ytm0bHn74YYwZMwYff/wxtmzZolaZHVd7O8+6bu/l8VTB9V6uiuw+12JRsc42W7eVbS+NcRm3Vwmu4ArugKTT6eRdm6sb++R2WG1Y93EyLDbC8hljcOPscc4Xwp0xWkH1e6XbFStWICMjA01NTfjoo48wqnP3x9WrVyM3Nxfbtm1DZmYmZs50cghLCWVmAnPm2D9iKbja4arIljss51ntVsU6H82tRVlDO4YH+p0brAbbNRZcwdUAt2stlsyiPrnbjhYgrbwJoUH++NstF0Gn0zlfAHfGaAWl6Fa0UVFRiIqKUvKUzmnaNOD0aT4Krva4KrL7HGFRsc7Syra3zotGoL+vy7i9SnAFV3AHrK4RlqDQXrm51c147Rte92TTqhkYHRKoTAHcGaMVlKIdFo/T0KHAwoWCq1Wuiuyu/YQM5+mwqMStbjLi2yxe3Oqu7pNtVeb2KcEVXMEdsKLCeFHVilbreblWG2HdxykwW224Ztoo3DJXwX/+3RmjFdSAdmv2GlVWAs8+K6/6KLja4qrI7vOWkErc/54phdVGWHhBOKaMCXEZt08JruAK7oAljbCU1RjOy/2/44VIKm1EyBA/bL51ljK3giS5M0YrKG13WPR64O235eWXBVdbXBXZ0n5C9a1mtJutLuFabYQPuybb9jC6ohLXIQmu4ArugCWN2JY3tvfILahtwUtf81YMf7zxwq74o5jcGaMVVL8ea1ZL4rFmIU8TEWHWs1+jxWRx+FFEZ3Uoqxq/2nEWYcH+OPnM0nPnrwgJCXmlqgxGLHr+W/j66JD93PXw85XHCmw2ws+3/YAzRQ24ckoEdv7qEmVHV1SWxz7WLCQ0WKTT6RApzWPpbddmBfX+SR5dWdPTZFshISGv1eiQIfD31cFqI1Q3m+ze2/lDEc4UNWBogC+eV/pWkMak7Q5LRgYwe7b9zpqCqx2uyuxenxRSmFvR2I7D2TzZ9o7z3Q5SgeuwBFdwBXfA8vHRdd3mKb/5513ckro2/OMA3wrasPJCRIcHq1MAd8ZoBaXtDktICHD11XwUXO1xVWZLHZbynibeKsz98EwpbAQsmjSi99tPg+0aC67gaoTbtRbLvMuAkBDYbIT1e1PQ3mHFokkjcNclvfyj4qzcGaMVlJjDIiR0HknL46+ZH42XbpujGsditWHxPw6husmEf90xFzd58DLcQkJCA9NTHyXj4/gyPLV8Kh67dgreP1WMjf9LQ5C/Lw787krEjBzq7iIOSGIOi1IyGoG8PD4Krva4KrN7ncOiIPdQVg2qm0wYMTQAK2aO6d14sF1jwRVcjXC7RliKq1Fe1Yjnv8wCAKxbMU39zoo7Y7SC0naHJSMDmDLFPfdHBdfr2ZGhfcxhUYi7u/NR5tvmR2OIXx+TbQfbNRZcwdUIt2stlgOHseGDM2gxWTA/Jhz3Xn6B+nB3xmgFpe2VbqdMAQ4f5qPgao+rMrtr0q3BCJuN4OPTbfa+QtzS+jYcyakFANzhyD3swXaNBVdwNcKN7ownJybNg7XajCF+PnhhzWz4+rjgqSB3xmgFJeawCAmdRx1WG6b+cT+IgDMbl2FUyBDFGS99lY2th/OwePJIvP/AIsXPLyQk5BkqrmvFkhe/68o/85PpeGhJrPsKpJDEHBalVF0NvPgiHwVXe1yV2f6+PhjTuflY5Y/3FFKA22G14b9nSwEAd14S49iHBts1FlzB1Qh3XGgQpLGUOWOCcf8VE13GdmuMVlDa7rBUVQHPP89HwdUe1wXs8068VYD7bWY1aptNiBgWgOtm9DHZVkHugCS4giu4TinAzwcXjwzAMHM7XpwfYrfarepyZ4xWUOKWkJBQL3psdwLiUirxpxtnKP4f0S/eOYVjuXr85upYrL9+uqLnFhIS8jwZO6xoN1sRPjTA3UVRTK78/db2pFshISfV62q3Tqikrg3HcnkjsjsWqrhglJCQkMco0N9XbLvhhLR9Syg7G7jsMj4Krva4LmBHhp7nlpCT3A/O8KPMV06JwISR/ViOe7BdY8EVXMH1Xq7C0naHJTAQmDmTj4KrPa4L2OcdYXGCa7bY8FHnZNu7LnVwsq0CXKckuIIruILrZok5LEJCvSit3IAbXz+OiGFDcPaPyxQ5Z1xKBR7bnYjRIUPw/YZr4e/KyXdCQkJCCko81qyUOjqAyko+Cq72uC5gS8tp61tMMHZYFeHuPsW3g36+cHz/OyuD7RoLruAKrvdyFZa2OyypqUBkJB8FV3tcF7DDgv0R1DlJrsrQbR+OAXIL9a04kV8HnY47LP3WYLvGgiu4guu9XIWl7Q5LbCwQF8dHwdUe1wVsnU7X81osA+R+0Llv0NVTRyE6vB+TbZ3kOi3BFVzBFVw3S8xhERLqQ9J6KS+umY3bFgxgVKRTJosVlz1/CPWtZmy/Z4Hji8UJCQkJeajEHBalVFsLvPEGHwVXe1wXsaO6nhTqdktoANwDaVWobzVj7PBAXDNt1MAKM9iuseAKruB6L1dhabvDUlYGPPkkHwVXe1wXsaVHm+32ExoAt/tk2wEvyz3YrrHgCq7gei9XYYlbQkJCfejj+DI89VEyrpwSgV33Xzqgc+TVtGDZK0fgowO+33AtxoUGKVxKISEhIddL3BISEvIgnXcDxH5Immx77fTRorMiJCQkNABpu8OSmwssW8ZHwdUe10XsyFB5DkvXgGQ/uMYOK/Ym8FDsnZc6uW/QYLvGgiu4guu9XIWl7Q6Lnx8wahQfBVd7XBexx3buJ9TeYUVjW0e/ufvTKtHY1oGosCAsmTraucIMtmssuIIruN7LVVhiDouQkANa8LdvoG8xIe7xK3BRVGi/PnvbmydwpqgBT143FU8snaJSCYWEhIRcL4+dw7Jv3z5MmjQJfn5+uPTSS5GZmQkASEtLw8KFCxEeHo5169bBA/pALKsVaGrio+Bqj+tCdtSP57E4yM2pbsaZogb4+ugGtrLtjzXYrrHgCq7gei9XYTncYcnPz8cvf/lLbNmyBeXl5YiJicEDDzwAk8mEVatWYf78+Th79iwyMjKwY8cOFYvcDyUnA6GhfBRc7XFdyD5n12YHudKjzMsuHI0xwxXYKXWwXWPBFVzB9V6uwnK4w5KZmYnNmzfjZz/7GcaMGYPf/OY3OHv2LPbv3w+DwYBXXnkFsbGx2Lx5M9555x01y+y4Jk4E9uzho+Bqj+tCdleHRdpPyAFuu7n7ZNsYZQoy2K6x4Aqu4HovV2E53GG58cYb8fDDD3fls7OzMXnyZCQnJ2PRokUIDuZ9UWbPno2MjIxez2UymdDU1GT3AgCkp8tGGRlAaSmnjUYgIQFobuZ8dbV9TzE7Gygu5nRHB9saDEB4OHD11UBRkWybmwsUFnLaamXbhgbO19VxXrqllZ/PL4D/lpDANgB/JiFBHmIrLJRnYIeHA5MnAxYL5w0GtpV2yiwu5jJLSk7mOgFcx4QErjPAPujuz9RU3nUTAFpb2ba987/+tjZgxgzmS/6UFgpqb2fblhbOV1YCKSnyeTMzgRIeDYDJxLbSdamuBpKS7P0t+bSjg+t+3XXMra3lz3b3d0GBvb/r6zlfX895m43zBQVAXp782YQEQK+397fk08JCICeHmbfdxj6tqeH3mprY1mzmfEkJkJUlnzclBaiq4nRLi72/y8rs/Z2WBlRUdHVYygsr2M/h4cDixUB5uWybkSH722hE3Oc/oNlowfgRQbgyxGLv76ws2d9ms72/a2rs/Z2TI7fZkBD7/UD0ent/5+XJ/rbZeva31GYLCuyfGkhIkFfCbGy0b7MGAzB7tty2kpLkNiv522SS/d15u7jL31KblfwttdmyMvvvfXq67NP2dq73ypXMray037xNiRgBcJ0TE2Xb3Fyu/223AcOHqxMjAGZK/pZixLBhzG1qUidGlJef6++yMvbvjTdyGdWIEQkJ7FPJ31KbDQ8HLr5Y9q8aMUJSUpIcI3x9+Xs0dCjnFYgRADg2JCTwEeC/p6XJtpWVwGWXcb2lNiv5u6pKmRhhsdi3Wb2e37vtNuaqFSNcIRqATCYTxcbG0tatW+nJJ5+kRx55xO79iIgIqq+vP+/nN23aRADOeRnGjZONZs0ievxxTufmEgFEhw9z/oUXiMLDZdtFi4juv5/TFRVsGxdHpNcT3X03UUCAbLt0KdHtt3PaYGDbPXs4/+67nO/o4PyqVfwi4r8BbEPEnwH4HER8zqVLOa3XE/n5Ef3jH5yPi2PbigrO338/l1lSeDjXiYjrCHCdidgHs2bJtlFRRJs2cfr0abZNTub8b39LNHo084mIpk4leuopTqelse2JE5x/7jmisWPl886dSyRdx8JCtj14kPMvv0wUEiLbLl5MdO+9nK6pYdsnnmDum28S+frKtsuXE61Zw+mWFrbdvZvzu3Zx3mjk/C23EK1cKX8WINq+ndN793K+ro7zd91FtGQJM999lyg4mOi11/i9AwfYtrSU8w8+SLRggXzeiAiizZs5fewY22ZlcX7tWqIZM2TbmBiijRtpf2oFxayPo9V3v0QUH8/cG28kGj9etp0xgz9PRJSVRavvfoli1sfR1kO5zIuIkG0XLOByEXE5AS43EdcjOFi2XbKE60skfxd27OD89u2cl7RyJfuRiP0KsJ+J2O8AXwcivi7Ll8uf9fXl60dEtG8f29bUcP7224mmTJHbVkgItwsibicAtxsibkdz58rnHTuW2xsRtz+A2yMRt8+pU2Xb2FiiDRs4nZzMtn/6E3M3beL2L0mJGEFEtHXruTHillu4XUnfBaVjBBEzt27ltBQj0tL483fdpU6M2LCBfSxJihF6PdHf/qZujNi3j/PdY4ReTzRzJtFNN3FejRghqXuMkK5NSgrnFYgRRMSxAeAjEf89Jka2nTaNv3N6PZ8P4PMTKRcj6urYdu9ezksx4t13matwjDDk5/Pvt9TOVdSAOizr1q2jOXPmkNlspqeffprWSkG6U9HR0VRWVnbezxuNRjIYDF2v0tJSrrD0RSEiSk8nKinhdHs7N4CmJs5XVRElJcm2WVlERUWcNpvZtrFRbjzvvy/b5uQQFRRw2mJhG6lzpddz3mbjfF4ev4j4b9IPFRF/Jj6ez0HE58zJ4bTE/eYbzktlMZs5X1QkN34irktVFaebmti2vZ3zJSXsC0kpKXLHp6WFbdvaOL9/v/2XJS1N/tFua+O/NzdzvqJCDmJERBkZRMXF0gViW6kBVlURJSba+1v6cTKbid57T+bW1Mh8yd/5+fb+lgJKXR3nrVbO5+fLQVjyY22tvb//f3tnHh/Tuf/xzwiixNIUldoSakkQCWIJUktwQyhXBd20t/SnVWqvutzSq33Vrauo9rbqlssPreqvSqtUbVWEErEkEolEZaMJyWQSWWc+vz/OnZmMhJKcM5NMvu/XK6+c5ZnzPs+SZ7455znnMX9RJCSQsbHWst66lbxxQ9mn1yvbCwqU9d9+Iy9dsh733DkyLU1ZNhhsyzspyba8L1wgU1J4LimTrd/4jj2X7CFzc63eL7+0po2KspR3dOLvbP3Gd2z75ve8kZ2n+EqW96VL1vIuKLAt7xs3bMs7NtbaZk+etP1iTk+3Le+4OGt5G41ll7e5zV65Ym2z5vI2ByiZmbZtdvdu27Z19qy1zZrL2/yl8ttvSnsqWd7mNmsub3ObTUqyBi+ksmzuO27ftm1bqanWLxhzeVe0jyCVPEdEWNNevkzu2qV4T53Spo8gFae5vM19RHi4NZjSoo9ITi5d3klJ1vb8v/+rTR9x5ozSpszlbW5HZq85mNGijzBz9qy1jzhyRPGGhyvrKvQRJK19Q26usp6Souw389VX1vZsbrPm8larjygqsm2z6em2f0cq9xH6jAy7BSwP/Fjz/v37MXbsWISHh8PHxwfLly/HxYsXsXnzZkuaRo0aIS4uDk2a3N8Eb5o9FkUql7ZcXACdTr3jirdyeO3ozsgpQI9lP0GnA2L/HoLaLrp7ehfvvIjN4b9heJdm+PiZ7uqdSHWrY/GKV7yV2ltpH2tOSEjAM888g3/961/w8fEBAAQEBCA8PNyS5urVqygoKIC7u7u6Z1oedDrlRTn2/hIVr9O5H6lXG7Vr1gAJ3MjOv6f3dmExdp5VxmE83VOlwbZmqlsdi1e84q26XpW574AlLy8PoaGhGD16NJ588knk5OQgJycH/fv3h16vx6ZNmwAA7733HoKDg+Hi4qLZSd83V64Ao0ZZB8WJ17m8dnTrdDo0L/lo8z28u8+lwlBQjNaP1EVg20fUPZHqVsfiFa94q65XZe77Pb379u3DpUuXcOnSJXz22WeW7YmJiVi3bh2efvppzJs3D0ajEUeOHNHkZAXBkXg0rIPEjFyk6vOAe1z5NL97ZWLPVqhRo2r/RyMIglBZUO3V/CkpKTh9+jQCAwPve+yKGXk1v1AVmPvVOew4k4x5wzpg2sDHy0xzMUWP0A9/QS0XHU68ORiN3VztfJaCIAj2w57f36rNhNS8eXM0b95crcOpgxMOcBKv49yWd7Fk5d3Vu/WUcnVlWKdm2gQr1a2OxSte8VZdr8o492zNZ88CtWrZvhRKvM7jtbPbZj6hMrw5BcX41jzYtlcrbU6iutWxeMUr3qrrVRnnDlhatwY2bFB+i9f5vHZ228wnVIZ3V2QqcguNaNO4Hvq0UXmwrZnqVsfiFa94q65XZVQbw1IRZAyLUBW4kp6Dwf88gnq1XXBx6TDoSlxaJYnQD39BVGo2Fo3wxuT+bRx4poIgCPah0r6HpcqRmQl89ZV1TgXxOpfXzu7HGipXWHILjci+nmHjPZ+sR1RqNmrXrIGx3VpodxLVrY7FK17xVl2vyjh3wJKYCISFWSeFEq9zee3sfqi2C9zr1QYApF5KsPGaH2Ue3rkZHv5vGk2obnUsXvGKt+p6Vca5bwkZjcpspfXqKaOj7YV4ndYd+uFRXEzJxr+f64bBLesB9eohu8iEXu8cQF6REdv/pw96emn4lufqVsfiFa94K7VXbgmphYuLMj28vb9Exeu0bvNtodTsAov327MpyCsy4vGmbgjwfFjbE6hudSxe8Yq36npVxrkDlsREYOJEx1x+E69Tui3vYvntOjBxIpiQgC3/vR30dM9WNgNxNaG61bF4xSvequtVGecOWIqLgfR05bd4nc/rALd5PqE0QyGQno6zaTmIuW6Aq9aDbc1UtzoWr3jFW3W9KuPcY1gEQWW+P5+GaVsjEOD5ML6aGmh5Xf+fuzXHyjA/R5+eIAiCXZExLIJQSfGwvO02H/q8Inx3PhUA8IxWb7YVBEEQADh7wHL2LODq6pjXIIvXKd3mW0LX9XnYMXAC8otM6PBofXRrpfFgWzPVrY7FK17xVl2vyjh3wNKiBbBypfJbvM7ndYC7iZsrarnoYCTwyaDnASjzBmk+2NZMdatj8YpXvFXXqzIyhkUQHpD+/ziIpFt5AIA6tWrg5MJgNHyoloPPShAEwf7IGBa10OuB779XfovX+bwOcpvfxQIAI70b2zdYqW51LF7xirfqelXGuQOWK1eA0FDlt3idz+sgt3kcCwA808RoNy+A6lfH4hWveKuuV2Wc+5ZQURGQkQE0bgzUsuN/weJ1aveKfbFYeygePk0ewvfT+0FXW8O5g+6kutWxeMUr3krttectIecOWARBA65m5OKvOy/g9cHttZ03SBAEoZIjY1jU4rffgMmTld/idT6vg9yejethyxAP9HxnfvUpa/GKV7zidTDOHbDk5wNRUcpv8Tqf15Fu8YpXvOIVr12RW0KCIAiCIJQLuSUkCIIgCIJQAucOWM6dA9zdld/idT6vI93iFa94xSteu+LcAUuzZsCbbyq/xet8Xke6xSte8YpXvHZFxrAIgiAIglAuZAyLWhgMwOHDym/xOp/XkW7xile84hWvXXHugCUuDhg4UPktXufzOtItXvGKV7zitSvOfUsoPx9ITlam1K5TR73jirdyeB3pFq94xSte8cqr+QVBEARBqPxU6jEsN2/ehJeXF65evWrZdvHiRQQEBODhhx/GvHnzUAliIIWkJGDGDOW3eJ3P60i3eMUrXvGK1648UMCSkZGB0NBQm2CloKAAI0eORPfu3XH69GlER0dj48aNKp9mOaluA5yqm9eRbvGKV7ziFa9deaBbQsHBwRg5ciRmzpyJxMREeHp6YufOnfjLX/6C5ORk1K1bF+fOncO0adPwyy+/3PdJyC0hQRAEQah6VNpbQuvWrcPrr79us+3cuXPo3bs36tatCwDw9fVFdHT0PY9TUFCA7Oxsmx8AyuRMZqKjrZev8vOBiAhrdHjjhu0b+2JjrbNQFhUpafV6ZT09HTh71po2Lg5ITFSWjUYlbWamsn7zprJujuGuXFF+AGVbRISSBlA+ExGhHANQjllyBPbZs4obUM4lIkI5N0A519jYkoWo5AlQ8hgRYZ2kKilJKQszFy4AaWnKcm6ukjYvT1lPSbEtw6goZaAVoKSJiABycpT1tDTg/Hlr2kuXgGvXlOWCAiWtuV5u3AAiI61pY2MB81U2c3lnZSnr6enKupm4OCAhQVk2l/etW8r6rVvKusmkrCckAPHx1s9GRAAZGcqyubyLi5X1xETg8mVr2shI4PffleXsbCVtYaGyfu0aEBNjTXv+PHD9urKck2Nb3snJtuV98SKQmqos376tpL19W1lPTVX2m4mOtpa3uc2ay/v6ddvyjomxlndhoW15//67bXlfvmxts8XFtm02I8O2vOPjreVtMpVd3uY2m5Bg22YjIqxtNivLts1evWrbZiMjrW3WXN4FBcr6tWtKezJz/ry1zZrL29xmk5NLt9mUFGXZ3GZzc5X1tDSl/ZuRPkJZlz5CWZY+Qll2VB9hD1gOADAxMZEkOXv2bL766qs2+xs3bsxbt27d9fNvvfUWAZT6SXr0Uer1euXHx4f6//kfZTkignqA+u++U9bffpv6Ro2saXv0oP6555Tl2Fgl7fbt1B8/Tn2DBtTXrGlN+8QT1I8dqywnJSlpN25U1j/+WFm/eVNZ/9OflB+9XtkGKGn0euUzgHIMvV455hNPKMvHjyv75sxR1rdvV9ZjY5X1555Tztl8To0aKXnS65U8Akqe9XqlDHx8rGk9PKhfsEBZPnhQSXvsmPW4NWoofr2e+rZtqZ8+XVkOD1fS7t+vrP/1r9Q3bWo9rq8v9ZMnK8vnzytpd+5U1t95h3o3N2vaXr2onzhRWb5yRUn78MOK94MPlHMwpx00iPonn1SWU1OVtOvXK+vr1inrv/+urIeGUj9kiPWzAPVr1ijLmzcr64mJynpYGPV9+ypODw/qXV2pX75c2ff110ra6Ghl/YUXqPf3tx7X3Z36v/1NWd67V0l7+rSy/uqr1HfoYE3bsiX1c+cqy0eOKGmPHFG8bm7UN2tmTduhg/J5vV45HqAcX69XfO7u1rT+/sp56fXKeQLKeev1Sj4eesiatm9fJb8lz/fdd5X1NWuUdXPaIUOUctTrlXIFlHLW65VyB5R60OuVehk0yPrZGjWU+tPrqd+2TUl75YqyHhJCfa1a1rbl5qa0C71eaSeA0m70eqUd+fpaj9u0qdLe9Hql/QFKe9TrlfbZtq01rZcX9bNmKcvHjilpH3lE8S5YoNS1mn2EXk/9++8reSvZRwQHKy7z+ardR+j1ivP99237iF27FG9oqDZ9xKxZShmb05r7iOPHqW/cWNs+Yts2Zb1kH3H8OPW1a1M/cKB2fYQ57UMPWfuIlSuVtN98o10fodcr21u2tG3fdesq+daqj0hMVNJu3mzbR3h4KF6V+4ikyEgCYFZWVnnCiQeiXE8J6XQ6yy2hN954A0VFRVi5cqVlf8uWLREeHo7mzZuX+fmCggIUmP8bA5CSkgIfH58HPQ1BEARBECoBSUlJaNGihaaOmhU9gLu7Oy6WvOQFwGAwoHbt2nf9jKurK1xdXS3rbm5uSEpKQv369aHT6Sp6Shays7PRsmVLJCUl2XVsjHjtR3XLs3jFK17xViYvSRgMBjz22GOqHrcsKhywBAQEYP369Zb1q1evoqCgAO7u7vd9jBo1amgamTVo0MAhg3nF6/xu8YpXvOKt7t6GDRuqfsyyqPCr+YOCgqDX67Fp0yYAwHvvvYfg4GC4uLhU+OQEQRAEQRAAFa6w1KxZE+vWrcPTTz+NefPmwWg04siRI2qcmyAIgiAIAoByBix3jtMdPXo04uLicPr0aQQGBqJJkyaqnFxFcXV1xVtvvWUzXka8zuN1pFu84hWveMVrXyrFXEKCIAiCIAj3osJjWARBEARBELRGAhZBEARBECo9ErAIgiAIglDpkYBFRRw1HEi84hWveKuSW7ziLQ8SsKiEwWDAvHnzcOzYMfGKV7zirdReR7rFK97yUuH3sAjKa487deqElJQUJCQkwM3NDV27dhWveMUr3krndaRbvOKtCHKFpYJkZ2ejc+fOGDduHIxGI1JSUvD222+Xml9JvOIVr3gd7XWkW7zirTCazwftxOj1erZs2ZJTpkyxbEtISGDv3r05duxYXrhwQbziFa94K4XXkW7xilcNJGApJ+YKeumllyzbDAYDSTIpKYk1atTghAkTePHiRfGKV7zidajXkW7xilctrwQs5SAnJ4ctWrTga6+9ZtmWl5dHkszPz2f//v05duxY1aNL8YpXvOKtSm7xildNrwQs5WDZsmV89NFHefjwYZJkUVERSdJoNLJnz558/vnnSZK3bt2iv78/x4wZw8jISPGKV7zitbvXkW7xildNrwQs5eDixYucNWsW//znP3Pr1q2W7QEBAZw0aZJN2tzcXAYEBHD8+PE8duyYeMUrXvHa1etIt3jFq6ZXApZyEhMTw9mzZ3PcuHH88ssvGRgYyBdffNGy33xZjCT79OlDnU7HsLAwm+33i8lkcoi3JPbwlsynPb1lIV7xOpPX3m7ps5wzv472SsDygNz5hzhnzhx6enoyMDDQsj03N9eyPHDgQD777LPMzc3lb7/9Vi5PfHy8zT57eUnl0p69vQcOHHBIOd+JM3rvxF71ey+qQzk70it9lvRZVdlbEglY7pO1a9dy9+7dJG0r7sqVK5wzZw7DwsK4a9cum88MGjSIY8aMeWBXyeObI9c7o1EtvCU5ceIE8/LySjVSrfM7a9Ys6nQ6Llu2zK7e48ePMzIyklFRUXb1Xrp0iTExMbx06ZJdvTdv3mRWVlapNFq3KzPFxcWae0vm9/Dhwzx58mSpJxW0zG9ubi7XrFnD//znPzx06JDdvGakz9LOK32WffqsO5GA5T6ZPXs269WrxyNHjpTaFxsby7lz53LUqFH84YcfSJKDBw/m6NGjLWlKRv33y4wZM1i3bl3GxMSUeRytvIcOHWLXrl1ttt3534Na3pLHnTlzJps2bcpPPvmEU6dOZXFxsWUQF6ldfufMmcO2bdvS19eXw4cP5759+2z2a+V944032LVrV3p6erJ79+5ctWqVXbxz587l4MGD6evry+XLl/O7776zi3fbtm02jz7eGbRo5Z0+fTofffRRenp6MigoiNu2bdPcW1RUxGeffZZt2rRhaGgo+/fvz++//15zb0mkz5I+y1n6LDMSsPwB5sa5Y8cO6nQ6+vj48KeffrLZR1oviY0ZM4YdO3bkhAkTLPvKU0HLly9ngwYNmJKSQpJMTExkamoqr1+/bpMuNjZWVS9J3r59m506deLp06dpMpmYl5fHq1ev2qRRO7/Tpk3jww8/zMuXLzM5OZne3t68fPkySdtyVju/27dvZ6tWrRgfH89Tp05xypQp/Pvf/14qndrenTt3smPHjoyNjeXx48f58ccfs0uXLmV2PGp6IyMj2bJlS0ZERHD//v3cuHEjQ0ND+eGHH2rqJcktW7ZQp9Nx/vz5lm1lBS1qevfs2cPHHnuMiYmJPHnyJOfNm8cJEybQYDCU+iJV07t161Z6e3uTJG/cuMFXX3211H/gWnhJ6bOkz9LG66g+qyTyav4/QKfTAQAGDBiAkSNH4sknn8TLL7+MPXv2WPaRRIcOHTB58mS0bt0at27dwuTJkwEAJpMJNWo8eDFnZGSgcePGeOyxx/D9999j6NChCAoKwosvvoi1a9da0rVv3x5TpkxRzWsymWAymdCwYUPs378fe/fuxaBBgzB06FCEhYUhPj4eANChQwfVvLt27cKBAwdw/PhxtGvXDs2bN0dISAg2btwIk8lkM/On2vnNyclBnz590LZtWwQEBKBdu3Y4d+4cDh48iH379mnmvX79Ojw9PdG+fXv06dMHI0eORKtWrXDmzBkAgNFo1Cy/BQUFeOyxxxAcHIywsDDMnj0b//73v/GPf/xDs/wCQJ06dTB06FAcOnQIr7zyCgDAxcXFklctvJmZmWjVqhU8PT3Rs2dPDB8+HPv27cPly5dtjqe212AwoFmzZgCApk2bwsfHB+fOnUN4eDgiIyM18wKO67Nu3rxZbfqs3bt3S59lpz7LhgqFO9WEoqIi3rx5kx07duSFCxe4ZcsWPv744zx58iQ/+ugjnjp1ypI2Ojqa8+bNs/yXURHGjRvHkJAQNmnShFu2bOHevXv56aefskWLFly5cqVNWjW9JPnuu++ya9eunD9/PtevX8+4uDh26tSJY8eOVd1769Ytpqenk7Q+x79t2zaOHDnSkubO+9Jq5ffgwYOcNGkSd+zYwaSkJHp5ebFfv34MDQ1lixYtbK4GqOn9/PPP2b9/f5txJM8++yxbtGhR6j9SNbzm8svMzKS/vz9Xr15ts//EiRP08/Pjxx9/rImXJFetWsWwsDD+/PPP9Pf359SpUy377rzSUlGv+T+5n3/+mVOmTOHt27ct+4YPH861a9davCXPsaJecz6io6O5ZMkS3rx5kyQ5YsQINmvWjO3bt2e3bt24YsUKm8+p0a5K5sNoNNqtzyr5X3NYWJjd+qw7+wR79llZWVl277PMbevgwYN88cUX7dZnmb2ff/45g4KC7NZnlYUELP+lZOO6fv06b9y4USrNnDlzLH90mzZtopubGxs3bsyMjAybdAUFBap4T506xaCgIJs/uJycHL7//vvs378/k5OTbT6vlpckN27cSJ1Ox88++8yyLSsriw0aNCj1pVYRb2pqqs3+kl9c/v7+XLp06V2PpUZ+c3NzuWTJEg4cOJBNmzblsGHDSJKFhYU8ceIEGzduzL1796ruzcjIoJeXF1988UVGRERwy5Yt9PPzY+vWrRkeHl7qsw/qLYuioiLm5+dz+vTpHD16NH/99Veb/Tt27OCf/vSnUoP41PCaMXd2R44c+cOgpaJes+/rr78maS3PiRMn2rwjQu1yNplMLCwsZEJCAknlb3bfvn3MzMxkQkICt2/fzj59+vD8+fOqeklrGZrzpEWfVRb5+fkklYGggwYN0qTPKouSbWbz5s2a9FllcbcnZtTss+5GZmYmFy1axODgYE36rLuRmprKli1bcvLkyXbrs+5Ebgn9F/Ol0rlz52LcuHEYOHAglixZgi+++MKSpl69eti/fz8A4MyZM2jYsCHq1q1ruSRmpnbt2hX27tixAwEBAejfvz+CgoJszqFLly44f/48DAaD5fNqebdu3QoAGD9+PHx8fJCQkABAuYTcsGFDDB48GAaDQbX8BgcHY+nSpZZydnFxQWFhIQDgr3/9K65evYqkpKQyj1UR74ABA/C3v/0Nhw8fxltvvYWDBw/iqaeegq+vLwCgVq1acHd3h5ubG/R6varexYsX4+LFizh58iSio6Px6quv4u9//ztWrlyJNm3aYN26dTafLY/XzDfffIMxY8YAAGrWrAlXV1e8+eabMBgM+PTTTxEdHW1J6+fnh7S0NKSkpKjuLSoqAgA0aNAAANC3b1+sXr0aJ0+exLRp0wAodc8Sl9Ir6gWAhg0b4s9//jMAoLi4GIByq8TchgsLC9GrVy/s2bPH4q6oV6fToVatWvDy8gKg/M0OHToUjRo1gpeXF/z8/GAwGJCfn29zjPJ473Sbb7GZ206DBg1U77PK8rq6ugIAunbtiu7du2PQoEGWdGr1WWV5XVxcLPU6atQo+Pr6qt5nleXV6XQ2tzLNy2r2WWV5AaBRo0ZYtGgRfvzxR0yYMEH1PutuXg8PDxw4cABnzpzBjBkzNOuz7oUELCWIiYnBN998g1WrVmHDhg3w9vbG9u3bsXTpUgDAX/7yFzzyyCN4+umn8cMPPyA6Ohrz5s3Djz/+qLp38+bNWLVqFZYtW4YZM2bYpPfw8IC3t3eF7wfe6fXx8cGOHTuwdOlS1KlTByEhITh16hT27dsHo9GI/Px8REZGombNmqp6O3bsiO3bt+Ptt98GYG3kXbt2xYULF7Bz584K+crybty4EZ06dcK6deuwZMkSAMo97tTUVKSkpCA3NxeJiYm4deuW5ctWLW/nzp2xYsUK/N///R/Cw8Oxf/9+HD58GAMHDsSsWbMsnWvJL+/y4uLigm+//RZTpkyxbPPw8MCGDRtw7do1/POf/8TXX38NAGjbti3y8vJw/vx51b21atWy+SJ1cXFB3759sWbNGoSHh2PixIkASnd4FfUC1kClVq1aAIBHHnkE165dQ1ZWFnr27IkGDRpg+PDhFXKX5S35hQYo49KMRiNatWqFOnXqlApY1HK7uLhY2uzEiRPRtGlT1fussrwAULduXSxZsgSvvvqqTVq1+qyyvDVr1kRxcTHq1KmDoKAgREREqN5nleUtOf7KxcUFgPp9VlleAKhRowZ0Oh1atmyJGzduqN5n3c3brl07HDlyBDt37sQvv/yiSZ91T1S9XlPFOXPmDBs1amQZ6Z2fn8/Tp0+zT58+fPPNN2k0Gvnwww+zZcuWjI2N1dT766+/slevXpw7dy5J8qOPPuLLL7/M+fPn09vbmxMnTtTEe/r0afbq1YvvvPMOCwsL+dJLL3Ho0KHs0qULAwMDOWLECM28ffr0KXX/9ZtvvqFOp2N0dLRm3t69e/Ptt9/m7du32bt3b/bv35+DBg2ip6enKu8OuFv99uzZs1R+L1y4QFdXV9VmVP3xxx85bNgwDhgwgGFhYTb7UlNTOXPmTA4fPpydOnVily5d2L59+1Iv/VLTe+dtH6PRyP3793PRokUVdt6v99ixY2zRogXbtGnDIUOG2JyLVl7zWJpu3brR19dXlb+jP3KTZHp6OuvVq0dPT09V+6x7eQsLC0mSH3zwAV955RVV+6x7eUkyLS2Nzz33HENCQlTts+7lvbNNq9ln3ctLksnJyezevTsHDBigap91L++d+VW7z7oX1TpgMRqNNp3U7du32bdvXy5btszmvntUVBR79OjBDz/8kLGxsZa39JW8X3evtwBWxNu7d2+uXr2aN2/e5Jw5czhjxgwuWLBAc2+PHj348ccf02Qy8dy5c9y8ebPluXrzsbTKb8nHPwsKCrh9+/b7dpXX26NHD65fv57Z2dlctGgRp0+fzvfee8/mWFp478xvUVGRavkllYFyo0aN4unTp9mvXz+OHz/eZv/t27eZlJTE1atXc/Xq1bx27doDf3E/qPfODk+tv6M/8prLPiMjg/Xr17fZV5H6/SMvSWZnZ/Po0aP86KOPbOZc0bqsSfLXX3+1jKexV1mTymPNM2fOVLXPuh+vXq9nRESEqn3WH3lLjh0qLCy0699wcnIyFy5cyBkzZqjWZ/2Rt2R+i4uLy53fB6XaBizZ2dkcO3aszUuViouLuWDBAoaEhPDo0aM2f1h79+7l0KFDeebMGZIP9kdXUe+gQYMYFxd3z1dQa+ENDg7m2bNnSx1La++wYcN4+vRpu3sHDx7M2NhYu5ezVvktuY9Uvrj69etn899SRd+LUF7vnUGLPb25ubn84osvLNvsUc5l8aBlX9XqmLz3a/O19N6JPbxltWl75dcR5VzR/JaHahmwGAwGBgcHs3Xr1uzZs6fNpazs7GyOGjWKEyZM4JkzZyyVkpKSwu7du/Orr76yqzc1NZXdu3cvFcE+SMBUEa+j8ltZytleXq3yS1o7EZPJxDNnzrBfv342L3Mqb/BQUW95g/6KestKaw9vRYK0qlrWJa8oqtVn3Y/XUW26vF/Y1S2/5aXaDbrNycnBqFGjEBQUhKtXr6Jv376YNGkSLl68CACoX78+Nm3ahIKCAqxYsQLbtm2zvGiroKAAly5dsqvXw8MDBQUFiImJsTne/Q4QrKjXUfmtLOVc1fMLwDLQUafTwd/fH6tXr0ZycjKGDh0KwDpg0N7e8gxyVcNbkvsdBOqoclbL7aiyLjnYVa0+6368jmrT5X0RXHXKb4Wwa3jkYAwGAwcOHMjFixfbbA8JCaG/v3+p/4gXLlzI0aNHs3Xr1uzUqRPbtWtXasIn8Yq3KnhLYjKZeOLEiTJf5y3eyuN1pFu84tXCW1GqTcBiMBg4ZMgQLly40Gb7Tz/9xG7dujE0NJQ9evSwqaiioiKmp6dzw4YN/Oyzz5iSkvLAl1bFK97K4r0bD3qpXrzaex3pFq94tWrTFaVaBCwFBQVs3749X3/9dZLWQt6zZw87d+7Mo0ePkiSfe+65e0aX4hWveMWrtdeRbvGKVwuvWlSLgMVoNPKZZ56ht7e3ZW6P3bt3s0uXLjxw4ABJZfCjn58f/f39GRAQwAsXLlg+K17xOou3Iv8Ridc+Xke6xSterdq0GlSLgMXM1KlT2b59e27dupU9evSwTIudmJhIb29vy5wbM2fOZIcOHUrNcyNe8YpXvPbyOtItXvFq4a0oTh+wmEwmm8jw9ddfp06nszxGGhcXRx8fH77//vs2n3v88ce5fPly8YpXvOK1m9eRbvGKV6s2rRZOF7Dc7bKV+XXRJDl9+nR27tyZv/76K/39/W3eDpibm8sPPviA7u7ujImJEa94xStezbyOdItXvFq1aa1wqoClZAXt2rWLGzdu5Nq1ay1Tn5ec6vr555+nTqfjkiVLLNvM4wqOHDnCqKgo8YpXvOLVzOtIt3jFq4VXa5wqYDGzYMECenp6cuDAgfTx8aG3tzfz8vJIWivi999/59NPP83p06ezsLBQlQFF4hWveMVbldziFa9WbVoLnC5giYqKYs+ePXnlyhUWFxczOTmZTzzxBCdPnmzzZIbRaOSmTZv4xBNP8MaNG+IVr3jFa3evI93iFa8WXi1xulfzG41GpKWlIScnBy4uLmjevDnCwsKQkJCA7OxsAIDJZEKNGjUwbtw4JCQkYNu2beIVr3jFa3evI93iFa9WbVorqnTAQrLUtgYNGqBNmzaIj4/H7du3ASjzIBw6dAjffvstAGX+A6PRiDp16qBv375IT08Xr3jFK15NvY50i1e8WnjtTc0/TlJ5MU+mdejQIRQWFsLb2xutW7fGiBEjsHTpUkRGRsJoNOLEiRPo27evZYI5k8lkmSzqySefRLt27cQrXvGKV1NvdcyzeJ3ba3fsfxdKXRYtWkQvLy8OGzaMzz33HCdNmsS8vDxu3ryZL730EoOCghgZGcl///vffPTRR1W7Ryde8YpXvFXJLV7xatWm7UWVDljy8/M5bNgwbtu2jSSZlpbG+fPns3PnzpbKyM3NJalM+BQSEqLK3AjiFa94xVuV3OIVr1Zt2p5U6TEsxcXFiI+Px+XLlwEAzZo1w/LlyzFkyBB06tQJKSkpqFu3LoxGI9zc3JCamoqffvpJvOIVr3jt7nWkW7zi1apN2xVHR0wPivkZ8eLiYpLkO++8wz59+jAyMtIm3cyZM9mxY0emp6dbtlVkPgTxile84q1KbvGKVwuvI6lSV1hMJhN0Oh0uXbqELVu2gCQGDBiAJk2a4Ouvv0ZSUpIl7T/+8Q906tQJn3zyCQBlFLWHh4flOOIVr3jFq6W3OuZZvM7tdTRVJmAxPy9+6dIljBo1Cq6urtDpdAgMDMRTTz2FiIgIbN26FXFxcQCAWrVq4fHHH0dUVBQA6yhqQHmUS7ziFa94tfJWxzyL17m9lQLtL+JUnKKiIpJkTEwMe/bsyfXr15Mkc3JyLGm2bdvG8ePHc9KkSfzyyy9pMpkYEhLC0aNHi1e84hWv3byOdItXvFq16cpApQ5YioqKLBURExNDHx8frl27lqQyKrpfv3784osvLOkPHDjAFStW0M3Nje3bt6ePjw+PHj1K8u4zV4pXvOIVrxre6phn8Tq3t7JRaQOW/Px8jhw5kmlpaUxKSmKHDh3o5ubGw4cPMzMzkyNGjOBrr71mST9//nz++OOPJMnk5GRGRUXZzEgpXvGKV7xaeatjnsXr3N7KSKUNWEjSz8+PYWFh7NWrF7dv3849e/bQz8+Pfn5+fOWVVyzpZs+ezcDAQMvlMvGKV7zitbfXkW7xilcLb2WjUgYs5pkkp06dyjp16nDPnj2Wfb6+vmzSpAl37dpFkpwzZw5DQ0NZWFhI0vqIl3jFK17x2sPrSLd4xatVm66M6MgyZk1yMCSh0+mwd+9eTJ06FVevXkV+fj7GjRsHX19fdOnSBStXrkTjxo1BEj/88AMA5eU5NWuWf3ok8YpXvOKtSm7xilerNl0p0Toiuh/uHARkMploMpkYHh7Oxo0bMyUlhSEhIZwyZYolTXBwMBs2bMgNGzaIV7ziFa/dvI50i1e8WrXpqoDDH8LmfyNIAFiyZAmOHTsGnU4HnU4Hd3d3kMSBAwdw4cIFeHl5AQDmzp2LBg0a4L333sMnn3yCNWvWwGAwiFe84hWvpt7qmGfxOre3SqF9THR3SkaTM2fOpJubGxMSEizb9Hq95TnzK1euMDAwkL179+bIkSMt9+dWrFjBbt26MTMzU7ziFa94NfNWxzyL17m9VY1KcUto1qxZrF+/Pi9fvkxSGWhkrsCSo51feOEFPvvss5YKMqe5deuWeMUrXvHaxetIt3jFq4W3quDwgCUqKort2rXj119/TZLcvXs3X3vtNc6YMcMy+pkk586dy4CAAEulFRcXWyqpPC/CEa94xSve8lDd8ixe5/ZWJRw+hsXHxwdBQUH44YcfcOjQIUycOBFZWVnIzMzE6NGjsWzZMgBAr169cOzYMdSsWRNGoxEuLi6W+30l50YQr3jFK16tvNUxz+J1bm+Vwp7RUcnoLycnh1lZWZZ1f39/urq68vPPP7ds+/7776nT6fjtt99atpXn2XLxile84i0P1S3P4nVub1XHIbeEFi9ezP79+7Nfv35cs2YNSfL06dP08fGxXPoyV8YLL7zACRMmsKioyPISHfGKV7zitZfXkW7xilerNl0VsXvA8u6779Ld3Z3r1q3jggULWLduXcukTceOHSuVftq0aXzhhRfEK17xitfuXke6xSteLbxVGbu+Co8kLl++jA8++ADPP/88CgoKYDKZsH//fowfPx6BgYEAgPDwcOj1erRu3RrHjx/HU089JV7xile8dvVWxzyL17m9VR27Biw6nQ7p6emIiooCALi6uqJbt26YM2cODAYD6tevj+vXr2Pz5s04duwYjEYj2rVrh4ULFwKwfbGOeMUrXvFq6a2OeRavc3urPFpdurnb41VHjx7l3r17Leu3bt2in58f4+PjLZ/JysrijRs3GBUVZUl3v/fsxCte8Yr3Qb2OdItXvFp4nRHNrrCYo79Vq1YhMTERXl5eaN++PYYPH26Trm7dujAYDDhx4gTatm2LgoICfPXVV5g8eTKaNm1qDqpQo8b9PYEtXvGKV7wP6q2OeRavc3udEU1zvmHDBixbtgydOnVCUVERFi9ebLmkBQBGoxGurq5o27YtateuDQDw9fXFf/7zH5vjPOilL/GKV7ziLc8l8+qWZ/E6t9fp0PLyzfvvv88JEyZY1tPS0vj4449z5syZNulmz57NmTNnsmvXrhwyZIhle3nf2ide8YpXvFXJLV7xauF1NlQLWMoq0DVr1rBZs2Y2265fv86uXbty2rRplm3Tp0+nTqfjmDFjLNsqcn9QvOIVr3grq1u84tXCWx1Q/QrLihUrOGXKFL7yyis8efIkR44cydmzZ9tU4o0bN9isWTMuXryYJBkeHs5FixZZ9pengsQrXvGKtzxUtzyL17m9zoyqAcsbb7xBd3d3zpgxg/3792eTJk24aNEiPvPMM/zXv/5lk/bbb79lYGAgMzIyWFBQYNlengoSr3jFK97yUN3yLF7n9jo7qj0lZDAYcOrUKezevRuBgYFIS0vDjBkzoNPp4OPjg0OHDsFgMGDevHkAgA4dOiA+Ph6ZmZl45JFHLMd50BHQ4hWveMVbnicnqluexevc3uqAaiVSXFyM+Ph4pKSkAAA8PDzg7u6OuLg4LFy4EAMGDMDPP/+MwMBAbNu2DdOnT0erVq3g5eUlXvGKV7x29VbHPIvXub3VAjUv13z66ac8evSo5R7diRMn2LlzZ5JkdnY2r1+/zpdffpmjR4/miBEjGB4eTrLiI6DFK17xircqucUrXq3atDOjasCi1+tt1s+fP8/69evz4sWLlm3x8fFqKsUrXvGKt8q5xSterdq0M6PJe1jMUWJhYSH9/PyYmJhIkvTw8ODEiRNLpROveMUrXkd5HekWr3i18DormozqMb+Nr1atWmjYsCEOHjyIHj16wNfXF1u3bi2VTrziFa94HeV1pFu84tXC67RoFQmZTCaaTCYGBgZSp9Nx1KhRln1aPq4lXvGKV7xVyS1e8Qr3h+aTH4aFhcHb2xvr168HAJhMJk0f1xKveMUr3qrkFq94hftDR5JaCvLy8vDQQw8BsG8FiVe84hVvVXKLV7zCvdE8YDFD0iH36cQrXvGKtyq5xSteoWzsFrAIgiAIgiCUF7kmJQiCIAhCpUcCFkEQBEEQKj0SsAiCIAiCUOmRgEUQBEEQhEqPBCyCIAiCIFR6JGARBEEQBKHSIwGLIAiCIAiVHglYBEEQBEGo9EjAIgiCIAhCpef/AdSZ2/cpxxJoAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 176
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
